In this project, you’re going to take a peek into the realm of neural network machine translation. You’ll be training a sequence to sequence model on a dataset of English and French sentences that can translate new sentences from English to French.
Since translating the whole language of English to French will take lots of time to train, we have provided you with a small portion of the English corpus.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
import problem_unittests as tests
source_path = 'data/small_vocab_en'
target_path = 'data/small_vocab_fr'
source_text = helper.load_data(source_path)
target_text = helper.load_data(target_path)
Play around with view_sentence_range to view different parts of the data.
view_sentence_range = (0, 10)
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
print('Dataset Stats')
print('Roughly the number of unique words: {}'.format(len({word: None for word in source_text.split()})))
sentences = source_text.split('\n')
word_counts = [len(sentence.split()) for sentence in sentences]
print('Number of sentences: {}'.format(len(sentences)))
print('Average number of words in a sentence: {}'.format(np.average(word_counts)))
print()
print('English sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(source_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
print()
print('French sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(target_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
Dataset Stats Roughly the number of unique words: 227 Number of sentences: 137861 Average number of words in a sentence: 13.225277634719028 English sentences 0 to 10: new jersey is sometimes quiet during autumn , and it is snowy in april . the united states is usually chilly during july , and it is usually freezing in november . california is usually quiet during march , and it is usually hot in june . the united states is sometimes mild during june , and it is cold in september . your least liked fruit is the grape , but my least liked is the apple . his favorite fruit is the orange , but my favorite is the grape . paris is relaxing during december , but it is usually chilly in july . new jersey is busy during spring , and it is never hot in march . our least liked fruit is the lemon , but my least liked is the grape . the united states is sometimes busy during january , and it is sometimes warm in november . French sentences 0 to 10: new jersey est parfois calme pendant l' automne , et il est neigeux en avril . les états-unis est généralement froid en juillet , et il gèle habituellement en novembre . california est généralement calme en mars , et il est généralement chaud en juin . les états-unis est parfois légère en juin , et il fait froid en septembre . votre moins aimé fruit est le raisin , mais mon moins aimé est la pomme . son fruit préféré est l'orange , mais mon préféré est le raisin . paris est relaxant en décembre , mais il est généralement froid en juillet . new jersey est occupé au printemps , et il est jamais chaude en mars . notre fruit est moins aimé le citron , mais mon moins aimé est le raisin . les états-unis est parfois occupé en janvier , et il est parfois chaud en novembre .
As you did with other RNNs, you must turn the text into a number so the computer can understand it. In the function text_to_ids(), you'll turn source_text and target_text from words to ids. However, you need to add the <EOS> word id at the end of each sentence from target_text. This will help the neural network predict when the sentence should end.
You can get the <EOS> word id by doing:
target_vocab_to_int['<EOS>']
You can get other word ids using source_vocab_to_int and target_vocab_to_int.
def text_to_ids(source_text, target_text, source_vocab_to_int, target_vocab_to_int):
"""
Convert source and target text to proper word ids
:param source_text: String that contains all the source text.
:param target_text: String that contains all the target text.
:param source_vocab_to_int: Dictionary to go from the source words to an id
:param target_vocab_to_int: Dictionary to go from the target words to an id
:return: A tuple of lists (source_id_text, target_id_text)
"""
# TODO: Implement Function
print(type(source_text), type(target_text),
type(source_vocab_to_int), type(target_vocab_to_int))
print(len(source_text))
print(len(target_text))
print(len(source_vocab_to_int.keys()))
print(len(target_vocab_to_int.keys()))
source_id_text = [ [source_vocab_to_int[word] for word in line.split(' ') if len(word) > 0]
for line in source_text.split('\n') ]
target_id_text = [ [target_vocab_to_int[word] for word in line.split(' ') if len(word) > 0] +
[target_vocab_to_int['<EOS>']]
for line in target_text.split('\n') ]
print(target_id_text)
return source_id_text, target_id_text
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_text_to_ids(text_to_ids)
<class 'str'> <class 'str'> <class 'dict'> <class 'dict'> 318 328 33 34 [[7, 11, 31, 13, 20, 19, 22, 25, 12, 6, 32, 31, 33, 8, 18, 26, 1], [24, 17, 31, 9, 5, 8, 4, 12, 6, 32, 27, 28, 8, 23, 26, 1], [21, 31, 9, 20, 8, 10, 12, 6, 32, 31, 9, 14, 8, 16, 26, 1], [24, 17, 31, 13, 15, 8, 16, 12, 6, 32, 30, 5, 8, 29, 26, 1]] Tests Passed
Running the code cell below will preprocess all the data and save it to file.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
helper.preprocess_and_save_data(source_path, target_path, text_to_ids)
<class 'str'> <class 'str'> <class 'dict'> <class 'dict'> 9085267 9847064 231 358 [[53, 56, 205, 241, 120, 220, 253, 326, 236, 131, 184, 205, 331, 9, 202, 18, 1], [121, 294, 205, 54, 334, 9, 5, 236, 131, 184, 68, 180, 9, 298, 18, 1], [349, 205, 54, 120, 9, 212, 236, 131, 184, 205, 54, 60, 9, 85, 18, 1], [121, 294, 205, 241, 178, 9, 85, 236, 131, 184, 124, 334, 9, 69, 18, 1], [189, 127, 200, 314, 205, 36, 151, 236, 306, 328, 127, 200, 205, 95, 249, 18, 1], [229, 314, 174, 205, 143, 236, 306, 328, 174, 205, 36, 151, 18, 1], [278, 205, 284, 9, 299, 236, 306, 184, 205, 54, 334, 9, 5, 18, 1], [53, 56, 205, 194, 337, 97, 236, 131, 184, 205, 315, 272, 9, 212, 18, 1], [62, 314, 205, 127, 200, 36, 302, 236, 306, 328, 127, 200, 205, 36, 151, 18, 1], [121, 294, 205, 241, 194, 9, 146, 236, 131, 184, 205, 241, 60, 9, 298, 18, 1], [95, 175, 205, 229, 127, 200, 297, 286, 236, 306, 95, 283, 205, 328, 127, 98, 1], [184, 128, 279, 291, 348, 311, 29, 18, 1], [142, 205, 81, 9, 85, 236, 131, 184, 205, 241, 60, 9, 298, 18, 1], [64, 188, 119, 328, 164, 36, 221, 200, 18, 1], [184, 35, 82, 236, 235, 343, 131, 121, 235, 18, 1], [229, 314, 205, 127, 200, 36, 302, 236, 306, 229, 127, 200, 205, 36, 82, 18, 1], [61, 245, 124, 315, 334, 9, 172, 236, 306, 184, 205, 241, 36, 203, 9, 85, 18, 1], [37, 205, 54, 93, 9, 326, 236, 131, 184, 205, 54, 120, 9, 163, 18, 1], [278, 205, 315, 36, 203, 9, 298, 236, 306, 184, 205, 193, 9, 163, 18, 1], [121, 294, 205, 315, 81, 9, 146, 236, 306, 184, 205, 241, 231, 9, 163, 18, 1], [37, 205, 54, 93, 9, 298, 236, 131, 184, 205, 315, 198, 9, 163, 18, 1], [121, 294, 205, 315, 93, 9, 172, 236, 306, 184, 205, 241, 93, 9, 202, 18, 1], [253, 142, 205, 315, 194, 307, 215, 236, 131, 184, 205, 231, 337, 97, 18, 1], [278, 205, 231, 220, 253, 162, 236, 306, 184, 205, 54, 194, 9, 202, 18, 1], [84, 245, 124, 315, 334, 9, 69, 236, 131, 184, 205, 331, 9, 163, 18, 1], [61, 245, 124, 315, 334, 337, 190, 115, 141, 236, 131, 184, 205, 241, 183, 9, 212, 18, 1], [184, 134, 121, 235, 236, 121, 12, 131, 121, 293, 18, 1], [138, 314, 174, 205, 95, 118, 236, 306, 62, 174, 205, 95, 223, 18, 1], [95, 84, 205, 241, 120, 337, 190, 115, 141, 236, 131, 184, 205, 315, 334, 9, 23, 18, 1], [278, 205, 315, 93, 9, 69, 236, 131, 184, 205, 155, 307, 253, 326, 18, 1], [184, 134, 121, 106, 236, 121, 244, 131, 121, 12, 18, 1], [95, 61, 205, 36, 203, 180, 9, 299, 236, 131, 184, 205, 194, 9, 202, 18, 1], [189, 164, 36, 221, 63, 205, 34, 36, 347, 18, 1], [278, 205, 54, 159, 337, 190, 7, 23, 236, 131, 184, 205, 315, 273, 9, 298, 18, 1], [278, 205, 54, 155, 9, 69, 236, 131, 184, 205, 54, 57, 9, 298, 18, 1], [121, 294, 205, 315, 159, 9, 146, 236, 306, 184, 205, 54, 60, 9, 163, 18, 1], [213, 321, 121, 67, 236, 121, 293, 131, 121, 12, 18, 1], [139, 77, 121, 55, 236, 121, 106, 131, 121, 293, 18, 1], [10, 134, 64, 110, 311, 339, 18, 1], [36, 82, 205, 328, 314, 36, 221, 113, 236, 306, 95, 283, 205, 95, 221, 52, 18, 1], [95, 84, 205, 95, 248, 337, 190, 115, 141, 236, 131, 184, 205, 315, 74, 115, 171, 307, 253, 326, 18, 1], [37, 205, 54, 231, 220, 253, 130, 236, 306, 184, 205, 315, 194, 9, 172, 18, 1], [37, 205, 315, 93, 9, 5, 236, 306, 184, 205, 54, 57, 337, 97, 18, 1], [61, 205, 194, 337, 190, 115, 298, 236, 306, 184, 205, 81, 307, 253, 326, 18, 1], [37, 205, 60, 337, 97, 236, 131, 184, 205, 241, 334, 9, 172, 18, 1], [61, 205, 54, 155, 220, 253, 130, 236, 306, 184, 205, 315, 194, 9, 172, 18, 1], [84, 205, 193, 337, 190, 115, 298, 236, 306, 184, 205, 241, 60, 9, 69, 18, 1], [253, 142, 205, 54, 93, 9, 298, 236, 306, 184, 205, 315, 284, 9, 5, 18, 1], [121, 294, 245, 38, 315, 203, 220, 253, 326, 236, 306, 184, 205, 315, 194, 9, 85, 18, 1], [278, 205, 241, 60, 9, 85, 236, 306, 184, 205, 54, 60, 9, 5, 18, 1], [278, 205, 315, 272, 220, 253, 162, 236, 131, 184, 205, 54, 231, 9, 130, 18, 1], [10, 216, 103, 126, 266, 29, 296, 18, 1], [95, 84, 205, 54, 120, 9, 298, 236, 306, 184, 205, 241, 60, 9, 172, 18, 1], [53, 56, 205, 315, 159, 337, 190, 115, 298, 236, 131, 184, 205, 231, 337, 190, 7, 23, 18, 1], [213, 321, 121, 244, 236, 121, 55, 131, 121, 336, 18, 1], [143, 205, 95, 127, 200, 297, 286, 236, 306, 36, 82, 205, 138, 127, 200, 18, 1], [37, 205, 315, 81, 9, 298, 236, 131, 184, 205, 120, 9, 146, 18, 1], [37, 205, 284, 337, 190, 115, 212, 236, 306, 184, 205, 241, 57, 9, 69, 18, 1], [278, 205, 193, 337, 190, 115, 212, 236, 306, 184, 205, 54, 93, 9, 85, 18, 1], [53, 56, 205, 334, 337, 181, 115, 253, 326, 236, 131, 184, 205, 241, 93, 337, 97, 18, 1], [95, 61, 205, 315, 36, 203, 9, 163, 236, 306, 184, 205, 54, 120, 9, 85, 18, 1], [53, 56, 205, 36, 203, 220, 253, 130, 236, 306, 184, 205, 241, 193, 9, 146, 18, 1], [267, 121, 12, 236, 121, 55, 131, 121, 336, 18, 1], [36, 302, 205, 328, 314, 36, 221, 200, 236, 306, 95, 147, 205, 62, 221, 200, 18, 1], [37, 205, 54, 273, 9, 212, 236, 306, 184, 205, 93, 9, 298, 18, 1], [278, 205, 93, 9, 299, 236, 306, 184, 205, 315, 93, 9, 298, 18, 1], [37, 68, 9, 5, 236, 306, 184, 205, 284, 9, 146, 18, 1], [95, 249, 205, 62, 314, 174, 127, 236, 306, 143, 205, 229, 127, 174, 18, 1], [184, 134, 121, 12, 236, 36, 82, 131, 121, 246, 18, 1], [184, 134, 121, 106, 236, 121, 293, 131, 121, 336, 18, 1], [37, 205, 60, 9, 5, 236, 306, 184, 205, 315, 93, 9, 146, 18, 1], [253, 142, 205, 54, 273, 9, 202, 236, 131, 184, 68, 9, 172, 18, 1], [10, 14, 104, 294, 253, 162, 206, 18, 1], [95, 84, 205, 241, 81, 9, 172, 236, 131, 184, 205, 54, 120, 337, 97, 18, 1], [197, 49, 115, 292, 95, 61, 9, 141, 206, 18, 1], [349, 205, 315, 159, 9, 298, 236, 131, 184, 205, 241, 93, 9, 69, 18, 1], [139, 77, 121, 235, 236, 235, 343, 131, 36, 82, 18, 1], [121, 294, 205, 315, 50, 9, 212, 236, 131, 184, 205, 284, 180, 9, 162, 18, 1], [121, 13, 257, 355, 305, 121, 221, 335, 18, 1], [95, 147, 205, 138, 314, 174, 127, 236, 306, 95, 249, 205, 62, 127, 174, 18, 1], [139, 277, 9, 84, 9, 85, 206, 18, 1], [184, 350, 121, 336, 236, 121, 67, 131, 121, 235, 343, 18, 1], [349, 205, 315, 93, 220, 253, 130, 236, 131, 184, 205, 241, 193, 9, 299, 18, 1], [95, 249, 205, 62, 314, 174, 127, 236, 306, 95, 118, 205, 138, 127, 66, 18, 1], [10, 350, 121, 336, 236, 121, 67, 131, 121, 246, 18, 1], [61, 205, 155, 9, 146, 236, 131, 184, 205, 93, 9, 172, 18, 1], [139, 282, 103, 121, 12, 236, 293, 131, 235, 343, 18, 1], [10, 134, 121, 235, 236, 121, 12, 131, 121, 67, 18, 1], [62, 314, 174, 127, 205, 95, 283, 236, 306, 189, 127, 174, 205, 36, 151, 18, 1], [61, 245, 124, 315, 334, 9, 299, 236, 306, 184, 205, 180, 60, 9, 141, 18, 1], [349, 205, 315, 194, 9, 172, 236, 131, 184, 205, 54, 60, 9, 85, 18, 1], [121, 294, 205, 241, 50, 337, 190, 115, 298, 236, 131, 184, 205, 315, 81, 9, 212, 18, 1], [53, 56, 205, 241, 60, 9, 212, 236, 131, 184, 205, 155, 307, 253, 326, 18, 1], [36, 82, 205, 62, 314, 174, 127, 236, 306, 143, 205, 189, 174, 127, 18, 1], [59, 232, 36, 82, 236, 235, 343, 236, 131, 121, 55, 18, 1], [10, 134, 121, 235, 236, 121, 336, 131, 121, 12, 18, 1], [278, 205, 54, 334, 307, 215, 236, 306, 184, 205, 241, 81, 9, 5, 18, 1], [10, 350, 121, 293, 236, 121, 106, 131, 121, 246, 18, 1], [10, 344, 36, 348, 311, 29, 18, 1], [213, 321, 121, 244, 236, 121, 293, 131, 121, 67, 18, 1], [53, 56, 205, 54, 120, 337, 181, 115, 253, 326, 236, 306, 184, 205, 54, 60, 9, 202, 18, 1], [349, 205, 315, 81, 220, 253, 130, 236, 131, 184, 205, 54, 231, 9, 162, 18, 1], [349, 205, 241, 334, 220, 253, 130, 236, 306, 184, 205, 241, 183, 307, 253, 326, 18, 1], [10, 350, 121, 235, 236, 121, 55, 131, 121, 67, 18, 1], [213, 321, 121, 336, 236, 121, 246, 131, 121, 67, 18, 1], [253, 142, 205, 315, 115, 248, 337, 190, 115, 69, 236, 306, 184, 205, 241, 273, 337, 97, 18, 1], [253, 142, 205, 241, 81, 9, 146, 236, 131, 184, 205, 93, 9, 172, 18, 1], [278, 205, 315, 284, 337, 190, 115, 212, 236, 306, 184, 68, 180, 307, 253, 326, 18, 1], [253, 142, 205, 334, 220, 253, 162, 236, 131, 184, 205, 241, 155, 9, 69, 18, 1], [10, 350, 121, 244, 236, 235, 343, 131, 121, 293, 18, 1], [253, 142, 205, 315, 334, 9, 163, 236, 306, 184, 205, 284, 180, 9, 298, 18, 1], [267, 121, 244, 236, 121, 12, 131, 121, 235, 18, 1], [10, 350, 95, 118, 236, 36, 82, 131, 121, 55, 18, 1], [121, 294, 205, 54, 273, 220, 253, 130, 236, 306, 184, 205, 241, 57, 9, 172, 18, 1], [37, 205, 54, 93, 9, 202, 236, 131, 184, 205, 315, 115, 248, 9, 23, 18, 1], [10, 134, 121, 67, 131, 36, 82, 18, 1], [278, 205, 241, 193, 9, 326, 236, 131, 184, 205, 60, 9, 298, 18, 1], [36, 82, 205, 229, 314, 174, 127, 236, 306, 95, 283, 205, 138, 127, 66, 18, 1], [36, 82, 205, 229, 127, 200, 297, 286, 236, 306, 36, 151, 205, 328, 127, 200, 18, 1], [278, 205, 315, 194, 220, 253, 162, 236, 306, 184, 68, 315, 9, 298, 18, 1], [95, 37, 205, 241, 93, 337, 190, 115, 212, 236, 306, 184, 205, 54, 93, 9, 141, 18, 1], [253, 142, 205, 241, 334, 337, 190, 115, 212, 236, 306, 184, 205, 241, 60, 9, 146, 18, 1], [53, 56, 205, 81, 9, 85, 236, 131, 184, 205, 241, 93, 9, 298, 18, 1], [95, 147, 205, 229, 314, 174, 127, 236, 306, 95, 6, 205, 62, 127, 240, 1], [278, 205, 54, 57, 9, 130, 236, 131, 184, 205, 241, 155, 9, 23, 18, 1], [95, 84, 205, 315, 334, 9, 212, 236, 131, 184, 205, 159, 9, 202, 18, 1], [138, 314, 205, 127, 200, 95, 283, 236, 306, 10, 205, 127, 200, 95, 6, 18, 1], [37, 205, 334, 307, 215, 236, 306, 184, 205, 284, 180, 9, 298, 18, 1], [53, 56, 205, 54, 155, 9, 202, 236, 131, 184, 205, 315, 284, 9, 299, 18, 1], [184, 35, 82, 236, 293, 131, 235, 18, 1], [53, 56, 205, 36, 203, 180, 337, 190, 115, 298, 236, 306, 184, 205, 284, 180, 307, 253, 326, 18, 1], [95, 147, 205, 328, 314, 36, 221, 200, 236, 306, 36, 302, 10, 205, 36, 221, 200, 18, 1], [278, 205, 241, 93, 9, 326, 236, 131, 184, 205, 193, 9, 69, 18, 1], [229, 314, 36, 221, 200, 205, 36, 302, 236, 306, 189, 221, 200, 205, 95, 118, 18, 1], [95, 118, 205, 189, 314, 127, 200, 236, 306, 95, 249, 205, 229, 127, 200, 18, 1], [95, 223, 205, 328, 314, 36, 221, 113, 236, 306, 36, 302, 205, 36, 221, 200, 18, 1], [184, 344, 126, 322, 266, 317, 18, 1], [121, 294, 205, 60, 337, 97, 236, 306, 184, 205, 159, 9, 23, 18, 1], [278, 205, 36, 203, 180, 9, 163, 236, 131, 184, 205, 54, 93, 9, 202, 18, 1], [95, 6, 205, 189, 314, 36, 221, 200, 236, 306, 95, 283, 205, 328, 221, 200, 18, 1], [252, 27, 121, 12, 236, 121, 244, 131, 121, 336, 18, 1], [53, 56, 205, 241, 93, 220, 253, 130, 236, 306, 184, 205, 60, 337, 97, 18, 1], [278, 205, 54, 155, 9, 69, 236, 306, 184, 205, 54, 194, 337, 97, 18, 1], [37, 205, 54, 57, 9, 326, 236, 306, 184, 205, 54, 60, 9, 141, 18, 1], [191, 135, 205, 229, 164, 36, 221, 63, 18, 1], [10, 134, 121, 106, 236, 121, 244, 131, 121, 246, 18, 1], [197, 49, 115, 292, 95, 61, 9, 163, 206, 18, 1], [252, 27, 235, 343, 236, 121, 246, 131, 36, 82, 18, 1], [278, 205, 315, 198, 337, 97, 236, 306, 184, 205, 54, 60, 9, 212, 18, 1], [278, 205, 81, 220, 253, 130, 236, 131, 184, 205, 241, 60, 9, 202, 18, 1], [252, 27, 121, 55, 236, 121, 263, 131, 235, 343, 18, 1], [278, 205, 60, 9, 146, 236, 131, 184, 92, 9, 163, 18, 1], [95, 84, 205, 241, 120, 9, 299, 236, 131, 184, 205, 315, 115, 248, 9, 146, 18, 1], [278, 205, 284, 241, 220, 253, 162, 236, 306, 184, 205, 54, 231, 9, 298, 18, 1], [10, 350, 121, 246, 131, 121, 12, 18, 1], [95, 175, 205, 229, 127, 200, 297, 286, 236, 306, 143, 205, 229, 127, 98, 1], [61, 205, 315, 60, 307, 215, 236, 306, 184, 205, 284, 180, 9, 202, 18, 1], [53, 56, 205, 194, 9, 299, 236, 131, 184, 205, 54, 231, 9, 23, 18, 1], [37, 205, 315, 231, 9, 202, 236, 131, 184, 205, 241, 159, 337, 97, 18, 1], [121, 294, 205, 315, 115, 248, 9, 172, 236, 131, 184, 205, 54, 93, 307, 253, 326, 18, 1], [253, 142, 205, 315, 307, 273, 9, 146, 236, 131, 184, 205, 315, 272, 9, 172, 18, 1], [278, 205, 54, 109, 9, 326, 236, 131, 184, 205, 194, 337, 97, 18, 1], [184, 350, 121, 55, 236, 121, 244, 131, 121, 235, 18, 1], [278, 245, 124, 315, 334, 9, 163, 236, 306, 184, 205, 284, 9, 146, 18, 1], [252, 27, 121, 235, 236, 121, 12, 131, 121, 246, 18, 1], [10, 344, 64, 110, 311, 339, 18, 1], [53, 56, 205, 93, 307, 215, 236, 131, 184, 68, 180, 9, 130, 18, 1], [278, 205, 54, 81, 9, 299, 236, 131, 184, 124, 334, 9, 130, 18, 1], [61, 205, 54, 93, 9, 69, 236, 306, 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205, 127, 200, 95, 118, 18, 1], [278, 205, 241, 50, 307, 215, 236, 306, 184, 205, 331, 9, 5, 18, 1], [84, 205, 60, 337, 190, 115, 141, 236, 306, 184, 205, 54, 81, 9, 202, 18, 1], [95, 84, 205, 50, 9, 163, 236, 131, 184, 92, 9, 299, 18, 1], [349, 205, 334, 9, 5, 236, 306, 9, 162, 205, 315, 273, 18, 1], [138, 314, 174, 205, 127, 95, 283, 236, 306, 189, 127, 174, 205, 36, 302, 18, 1], [184, 35, 121, 67, 236, 121, 106, 131, 121, 235, 343, 18, 1], [184, 344, 126, 123, 266, 166, 18, 1], [95, 175, 205, 229, 314, 127, 200, 236, 306, 95, 147, 205, 138, 127, 98, 1], [53, 56, 205, 241, 334, 9, 202, 236, 306, 184, 205, 54, 231, 307, 253, 326, 18, 1], [61, 205, 315, 93, 9, 163, 236, 131, 184, 205, 241, 81, 307, 253, 326, 18, 1], [62, 127, 200, 314, 205, 95, 249, 236, 306, 328, 127, 200, 205, 36, 151, 18, 1], [213, 22, 126, 136, 9, 37, 9, 212, 18, 1], [253, 142, 205, 241, 57, 9, 69, 236, 306, 184, 205, 315, 60, 9, 130, 18, 1], [95, 84, 205, 315, 196, 9, 212, 236, 131, 184, 205, 241, 93, 9, 69, 18, 1], [253, 142, 205, 241, 50, 337, 97, 236, 131, 184, 205, 331, 9, 85, 18, 1], [253, 142, 205, 315, 80, 220, 253, 162, 236, 306, 184, 205, 241, 334, 9, 130, 18, 1], [95, 84, 205, 315, 334, 9, 146, 236, 306, 184, 205, 315, 231, 9, 163, 18, 1], [143, 205, 229, 314, 174, 236, 306, 95, 283, 205, 189, 300, 18, 1], [1]]
This is your first checkpoint. If you ever decide to come back to this notebook or have to restart the notebook, you can start from here. The preprocessed data has been saved to disk.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
import helper
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
This will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) in [LooseVersion('1.0.0'), LooseVersion('1.0.1')], 'This project requires TensorFlow version 1.0 You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
You'll build the components necessary to build a Sequence-to-Sequence model by implementing the following functions below:
model_inputsprocess_decoding_inputencoding_layerdecoding_layer_traindecoding_layer_inferdecoding_layerseq2seq_modelImplement the model_inputs() function to create TF Placeholders for the Neural Network. It should create the following placeholders:
Return the placeholders in the following the tuple (Input, Targets, Learing Rate, Keep Probability)
def model_inputs():
"""
Create TF Placeholders for input, targets, and learning rate.
:return: Tuple (input, targets, learning rate, keep probability)
"""
# TODO: Implement Function
#input_placeholder = tf.placeholder(tf.int32, shape=[None,None], name="input")
#targets_placeholder = tf.placeholder(tf.int32, shape=[None,None], name="targets")
input_placeholder = tf.placeholder(tf.int32, shape=[None,None], name="input")
targets_placeholder = tf.placeholder(tf.int32, shape=[None,None], name="targets")
learning_rate_placeholder = tf.placeholder(tf.float32) #, name="learning_rate")
keep_probability_placeholder = tf.placeholder(tf.float32, name="keep_prob")
return (input_placeholder, targets_placeholder,
learning_rate_placeholder, keep_probability_placeholder)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement process_decoding_input using TensorFlow to remove the last word id from each batch in target_data and concat the GO ID to the begining of each batch.
def process_decoding_input(target_data, target_vocab_to_int, batch_size):
"""
Preprocess target data for dencoding
:param target_data: Target Placehoder
:param target_vocab_to_int: Dictionary to go from the target words to an id
:param batch_size: Batch Size
:return: Preprocessed target data
"""
print(target_data)
# TODO: Implement Function
ending = tf.strided_slice(target_data,
begin=[0, 0],
end=[batch_size, -1],
strides=[1, 1])
dec_input = tf.concat([tf.fill([batch_size, 1],
target_vocab_to_int['<GO>']), ending], 1)
print(dec_input)
return dec_input
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_process_decoding_input(process_decoding_input)
Tensor("Placeholder:0", shape=(2, 3), dtype=int32)
Tensor("concat:0", shape=(2, 3), dtype=int32)
Tests Passed
Implement encoding_layer() to create a Encoder RNN layer using tf.nn.dynamic_rnn().
def encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob):
"""
Create encoding layer
:param rnn_inputs: Inputs for the RNN
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param keep_prob: Dropout keep probability
:return: RNN state
"""
# TODO: Implement Function
print(type(rnn_inputs), type(rnn_size), type(num_layers), type(keep_prob))
cell = tf.contrib.rnn.BasicLSTMCell(rnn_size)
cell = tf.contrib.rnn.DropoutWrapper(cell, output_keep_prob=keep_prob)
cell = tf.contrib.rnn.MultiRNNCell([cell]*num_layers)
output, final_enc_state = tf.nn.dynamic_rnn(cell=cell,
inputs=rnn_inputs,
dtype=tf.float32)
return final_enc_state
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_encoding_layer(encoding_layer)
<class 'tensorflow.python.framework.ops.Tensor'> <class 'int'> <class 'int'> <class 'tensorflow.python.framework.ops.Tensor'> Tests Passed
Create training logits using tf.contrib.seq2seq.simple_decoder_fn_train() and tf.contrib.seq2seq.dynamic_rnn_decoder(). Apply the output_fn to the tf.contrib.seq2seq.dynamic_rnn_decoder() outputs.
def decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, decoding_scope,
output_fn, keep_prob):
"""
Create a decoding layer for training
:param encoder_state: Encoder State
:param dec_cell: Decoder RNN Cell
:param dec_embed_input: Decoder embedded input
:param sequence_length: Sequence Length
:param decoding_scope: TenorFlow Variable Scope for decoding
:param output_fn: Function to apply the output layer
:param keep_prob: Dropout keep probability
:return: Train Logits
"""
# TODO: Implement Function
train_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(encoder_state)
(train_pred, final_state, final_context_state) = tf.contrib.seq2seq.dynamic_rnn_decoder(
dec_cell,
train_decoder_fn,
dec_embed_input,
sequence_length,
scope=decoding_scope)
train_logits = output_fn(train_pred)
return train_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_train(decoding_layer_train)
Tests Passed
Create inference logits using tf.contrib.seq2seq.simple_decoder_fn_inference() and tf.contrib.seq2seq.dynamic_rnn_decoder().
def decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id,
maximum_length, vocab_size, decoding_scope, output_fn, keep_prob):
"""
Create a decoding layer for inference
:param encoder_state: Encoder state
:param dec_cell: Decoder RNN Cell
:param dec_embeddings: Decoder embeddings
:param start_of_sequence_id: GO ID
:param end_of_sequence_id: EOS Id
:param maximum_length: The maximum allowed time steps to decode
:param vocab_size: Size of vocabulary
:param decoding_scope: TensorFlow Variable Scope for decoding
:param output_fn: Function to apply the output layer
:param keep_prob: Dropout keep probability
:return: Inference Logits
"""
# TODO: Implement Function
infer_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_inference(
output_fn, encoder_state, dec_embeddings,
start_of_sequence_id,
end_of_sequence_id,
maximum_length,
num_decoder_symbols=vocab_size)
(inference_logits, final_state, final_context_state) = tf.contrib.seq2seq.dynamic_rnn_decoder(
dec_cell,
infer_decoder_fn,
scope=decoding_scope)
return inference_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_infer(decoding_layer_infer)
Tests Passed
Implement decoding_layer() to create a Decoder RNN layer.
rnn_size and num_layers.lambda to transform it's input, logits, to class logits.decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, decoding_scope, output_fn, keep_prob) function to get the training logits.decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id, maximum_length, vocab_size, decoding_scope, output_fn, keep_prob) function to get the inference logits.Note: You'll need to use tf.variable_scope to share variables between training and inference.
def decoding_layer(dec_embed_input, dec_embeddings, encoder_state, vocab_size, sequence_length, rnn_size,
num_layers, target_vocab_to_int, keep_prob):
"""
Create decoding layer
:param dec_embed_input: Decoder embedded input
:param dec_embeddings: Decoder embeddings
:param encoder_state: The encoded state
:param vocab_size: Size of vocabulary
:param sequence_length: Sequence Length
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param target_vocab_to_int: Dictionary to go from the target words to an id
:param keep_prob: Dropout keep probability
:return: Tuple of (Training Logits, Inference Logits)
"""
# TODO: Implement Function
# TODO: Implement Function
# reuse parts of encoding layer code, but not dropout
cell = tf.contrib.rnn.BasicLSTMCell(rnn_size)
cell = tf.contrib.rnn.DropoutWrapper(cell, output_keep_prob=keep_prob)
cell = tf.contrib.rnn.MultiRNNCell([cell]*num_layers)
cell = tf.contrib.rnn.DropoutWrapper(cell, output_keep_prob=keep_prob)
with tf.variable_scope('decoder') as decoder_scope:
dense_output_fn = lambda x_tensor: tf.contrib.layers.fully_connected(x_tensor,
num_outputs=vocab_size, scope=decoder_scope)
train_logits = decoding_layer_train(encoder_state=encoder_state,
dec_cell=cell,
dec_embed_input=dec_embed_input,
sequence_length=sequence_length,
decoding_scope=decoder_scope,
output_fn=dense_output_fn,
keep_prob=keep_prob)
decoder_scope.reuse_variables()
inference_logits = decoding_layer_infer(encoder_state=encoder_state,
dec_cell=cell,
dec_embeddings=dec_embeddings,
start_of_sequence_id=target_vocab_to_int['<GO>'],
end_of_sequence_id=target_vocab_to_int['<EOS>'],
maximum_length=sequence_length-1,
vocab_size=vocab_size,
decoding_scope=decoder_scope,
output_fn=dense_output_fn,
keep_prob=keep_prob)
return train_logits, inference_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer(decoding_layer)
Tests Passed
Apply the functions you implemented above to:
encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob).process_decoding_input(target_data, target_vocab_to_int, batch_size) function.decoding_layer(dec_embed_input, dec_embeddings, encoder_state, vocab_size, sequence_length, rnn_size, num_layers, target_vocab_to_int, keep_prob).def seq2seq_model(input_data, target_data, keep_prob, batch_size, sequence_length, source_vocab_size, target_vocab_size,
enc_embedding_size, dec_embedding_size, rnn_size, num_layers, target_vocab_to_int):
"""
Build the Sequence-to-Sequence part of the neural network
:param input_data: Input placeholder
:param target_data: Target placeholder
:param keep_prob: Dropout keep probability placeholder
:param batch_size: Batch Size
:param sequence_length: Sequence Length
:param source_vocab_size: Source vocabulary size
:param target_vocab_size: Target vocabulary size
:param enc_embedding_size: Decoder embedding size
:param dec_embedding_size: Encoder embedding size
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param target_vocab_to_int: Dictionary to go from the target words to an id
:return: Tuple of (Training Logits, Inference Logits)
"""
# TODO: Implement Function
# embeddings for input to encoder
enc_embed_input = tf.contrib.layers.embed_sequence(
input_data,
source_vocab_size,
enc_embedding_size)
enc_state = encoding_layer(enc_embed_input,
rnn_size,
num_layers,
keep_prob)
target_data_processed = process_decoding_input(target_data,
target_vocab_to_int,
batch_size)
# embeddings for decoder
dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size,
dec_embedding_size]))
dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, target_data_processed)
(train_logits, inference_logits) = decoding_layer(dec_embed_input,
dec_embeddings,
enc_state,
target_vocab_size,
sequence_length,
rnn_size,
num_layers,
target_vocab_to_int,
keep_prob)
return (train_logits, inference_logits)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_seq2seq_model(seq2seq_model)
<class 'tensorflow.python.framework.ops.Tensor'> <class 'int'> <class 'int'> <class 'tensorflow.python.framework.ops.Tensor'>
Tensor("Placeholder_1:0", shape=(64, 22), dtype=int32)
Tensor("concat:0", shape=(64, 22), dtype=int32)
Tests Passed
Tune the following parameters:
epochs to the number of epochs.batch_size to the batch size.rnn_size to the size of the RNNs.num_layers to the number of layers.encoding_embedding_size to the size of the embedding for the encoder.decoding_embedding_size to the size of the embedding for the decoder.learning_rate to the learning rate.keep_probability to the Dropout keep probability# Number of Epochs
epochs = 10
# Batch Size
batch_size = 64
# RNN Size
rnn_size = 256
# Number of Layers
num_layers = 2
# Embedding Size
encoding_embedding_size = 256
decoding_embedding_size = 256
# Learning Rate
learning_rate = 0.0007
# Dropout Keep Probability
keep_probability = 0.50
Build the graph using the neural network you implemented.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
save_path = 'checkpoints/dev'
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
max_source_sentence_length = max([len(sentence) for sentence in source_int_text])
train_graph = tf.Graph()
with train_graph.as_default():
input_data, targets, lr, keep_prob = model_inputs()
sequence_length = tf.placeholder_with_default(max_source_sentence_length, None, name='sequence_length')
input_shape = tf.shape(input_data)
train_logits, inference_logits = seq2seq_model(
tf.reverse(input_data, [-1]), targets, keep_prob, batch_size, sequence_length, len(source_vocab_to_int), len(target_vocab_to_int),
encoding_embedding_size, decoding_embedding_size, rnn_size, num_layers, target_vocab_to_int)
tf.identity(inference_logits, 'logits')
with tf.name_scope("optimization"):
# Loss function
cost = tf.contrib.seq2seq.sequence_loss(
train_logits,
targets,
tf.ones([input_shape[0], sequence_length]))
# Optimizer
optimizer = tf.train.AdamOptimizer(lr)
# Gradient Clipping
gradients = optimizer.compute_gradients(cost)
capped_gradients = [(tf.clip_by_value(grad, -1., 1.), var) for grad, var in gradients if grad is not None]
train_op = optimizer.apply_gradients(capped_gradients)
<class 'tensorflow.python.framework.ops.Tensor'> <class 'int'> <class 'int'> <class 'tensorflow.python.framework.ops.Tensor'>
Tensor("targets:0", shape=(?, ?), dtype=int32)
Tensor("concat:0", shape=(64, ?), dtype=int32)
Train the neural network on the preprocessed data. If you have a hard time getting a good loss, check the forms to see if anyone is having the same problem.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import time
def get_accuracy(target, logits):
"""
Calculate accuracy
"""
max_seq = max(target.shape[1], logits.shape[1])
if max_seq - target.shape[1]:
target = np.pad(
target,
[(0,0),(0,max_seq - target.shape[1])],
'constant')
if max_seq - logits.shape[1]:
logits = np.pad(
logits,
[(0,0),(0,max_seq - logits.shape[1]), (0,0)],
'constant')
return np.mean(np.equal(target, np.argmax(logits, 2)))
train_source = source_int_text[batch_size:]
train_target = target_int_text[batch_size:]
valid_source = helper.pad_sentence_batch(source_int_text[:batch_size])
valid_target = helper.pad_sentence_batch(target_int_text[:batch_size])
with tf.Session(graph=train_graph) as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epochs):
for batch_i, (source_batch, target_batch) in enumerate(
helper.batch_data(train_source, train_target, batch_size)):
start_time = time.time()
_, loss = sess.run(
[train_op, cost],
{input_data: source_batch,
targets: target_batch,
lr: learning_rate,
sequence_length: target_batch.shape[1],
keep_prob: keep_probability})
batch_train_logits = sess.run(
inference_logits,
{input_data: source_batch, keep_prob: 1.0})
batch_valid_logits = sess.run(
inference_logits,
{input_data: valid_source, keep_prob: 1.0})
train_acc = get_accuracy(target_batch, batch_train_logits)
valid_acc = get_accuracy(np.array(valid_target), batch_valid_logits)
end_time = time.time()
print('Epoch {:>3} Batch {:>4}/{} - Train Accuracy: {:>6.3f}, Validation Accuracy: {:>6.3f}, Loss: {:>6.3f}'
.format(epoch_i, batch_i, len(source_int_text) // batch_size, train_acc, valid_acc, loss))
# Save Model
saver = tf.train.Saver()
saver.save(sess, save_path)
print('Model Trained and Saved')
Epoch 0 Batch 0/2154 - Train Accuracy: 0.259, Validation Accuracy: 0.284, Loss: 5.868 Epoch 0 Batch 1/2154 - Train Accuracy: 0.288, Validation Accuracy: 0.284, Loss: 5.517 Epoch 0 Batch 2/2154 - Train Accuracy: 0.266, Validation Accuracy: 0.284, Loss: 5.225 Epoch 0 Batch 3/2154 - Train Accuracy: 0.185, Validation Accuracy: 0.284, Loss: 5.197 Epoch 0 Batch 4/2154 - Train Accuracy: 0.217, Validation Accuracy: 0.284, Loss: 4.914 Epoch 0 Batch 5/2154 - Train Accuracy: 0.211, Validation Accuracy: 0.284, Loss: 4.876 Epoch 0 Batch 6/2154 - Train Accuracy: 0.202, Validation Accuracy: 0.284, Loss: 4.876 Epoch 0 Batch 7/2154 - Train Accuracy: 0.252, Validation Accuracy: 0.285, Loss: 4.574 Epoch 0 Batch 8/2154 - Train Accuracy: 0.197, Validation Accuracy: 0.300, Loss: 4.752 Epoch 0 Batch 9/2154 - Train Accuracy: 0.260, Validation Accuracy: 0.311, Loss: 4.461 Epoch 0 Batch 10/2154 - Train Accuracy: 0.251, Validation Accuracy: 0.317, Loss: 4.479 Epoch 0 Batch 11/2154 - Train Accuracy: 0.234, Validation Accuracy: 0.319, Loss: 4.484 Epoch 0 Batch 12/2154 - Train Accuracy: 0.281, Validation Accuracy: 0.319, Loss: 4.278 Epoch 0 Batch 13/2154 - Train Accuracy: 0.251, Validation Accuracy: 0.319, Loss: 4.272 Epoch 0 Batch 14/2154 - Train Accuracy: 0.269, Validation Accuracy: 0.319, Loss: 4.176 Epoch 0 Batch 15/2154 - Train Accuracy: 0.263, Validation Accuracy: 0.319, Loss: 4.189 Epoch 0 Batch 16/2154 - Train Accuracy: 0.284, Validation Accuracy: 0.341, Loss: 4.095 Epoch 0 Batch 17/2154 - Train Accuracy: 0.291, Validation Accuracy: 0.350, Loss: 4.034 Epoch 0 Batch 18/2154 - Train Accuracy: 0.307, Validation Accuracy: 0.350, Loss: 4.012 Epoch 0 Batch 19/2154 - Train Accuracy: 0.301, Validation Accuracy: 0.350, Loss: 3.940 Epoch 0 Batch 20/2154 - Train Accuracy: 0.315, Validation Accuracy: 0.350, Loss: 3.839 Epoch 0 Batch 21/2154 - Train Accuracy: 0.283, Validation Accuracy: 0.351, Loss: 4.058 Epoch 0 Batch 22/2154 - Train Accuracy: 0.264, Validation Accuracy: 0.350, Loss: 4.079 Epoch 0 Batch 23/2154 - Train Accuracy: 0.308, Validation Accuracy: 0.354, Loss: 3.826 Epoch 0 Batch 24/2154 - Train Accuracy: 0.317, Validation Accuracy: 0.352, Loss: 3.780 Epoch 0 Batch 25/2154 - Train Accuracy: 0.309, Validation Accuracy: 0.352, Loss: 3.807 Epoch 0 Batch 26/2154 - Train Accuracy: 0.302, Validation Accuracy: 0.355, Loss: 3.686 Epoch 0 Batch 27/2154 - Train Accuracy: 0.293, Validation Accuracy: 0.355, Loss: 3.730 Epoch 0 Batch 28/2154 - Train Accuracy: 0.343, Validation Accuracy: 0.359, Loss: 3.550 Epoch 0 Batch 29/2154 - Train Accuracy: 0.350, Validation Accuracy: 0.364, Loss: 3.488 Epoch 0 Batch 30/2154 - Train Accuracy: 0.296, Validation Accuracy: 0.360, Loss: 3.729 Epoch 0 Batch 31/2154 - Train Accuracy: 0.311, Validation Accuracy: 0.369, Loss: 3.609 Epoch 0 Batch 32/2154 - Train Accuracy: 0.306, Validation Accuracy: 0.374, Loss: 3.733 Epoch 0 Batch 33/2154 - Train Accuracy: 0.368, Validation Accuracy: 0.373, Loss: 3.389 Epoch 0 Batch 34/2154 - Train Accuracy: 0.297, Validation Accuracy: 0.377, Loss: 3.775 Epoch 0 Batch 35/2154 - Train Accuracy: 0.353, Validation Accuracy: 0.388, Loss: 3.433 Epoch 0 Batch 36/2154 - Train Accuracy: 0.357, Validation Accuracy: 0.391, Loss: 3.391 Epoch 0 Batch 37/2154 - Train Accuracy: 0.317, Validation Accuracy: 0.400, Loss: 3.647 Epoch 0 Batch 38/2154 - Train Accuracy: 0.327, Validation Accuracy: 0.384, Loss: 3.534 Epoch 0 Batch 39/2154 - Train Accuracy: 0.374, Validation Accuracy: 0.386, Loss: 3.323 Epoch 0 Batch 40/2154 - Train Accuracy: 0.316, Validation Accuracy: 0.386, Loss: 3.581 Epoch 0 Batch 41/2154 - Train Accuracy: 0.317, Validation Accuracy: 0.397, Loss: 3.487 Epoch 0 Batch 42/2154 - Train Accuracy: 0.353, Validation Accuracy: 0.400, Loss: 3.317 Epoch 0 Batch 43/2154 - Train Accuracy: 0.321, Validation Accuracy: 0.408, Loss: 3.604 Epoch 0 Batch 44/2154 - Train Accuracy: 0.332, Validation Accuracy: 0.411, Loss: 3.515 Epoch 0 Batch 45/2154 - Train Accuracy: 0.330, Validation Accuracy: 0.403, Loss: 3.478 Epoch 0 Batch 46/2154 - Train Accuracy: 0.350, Validation Accuracy: 0.418, Loss: 3.420 Epoch 0 Batch 47/2154 - Train Accuracy: 0.380, Validation Accuracy: 0.428, Loss: 3.223 Epoch 0 Batch 48/2154 - Train Accuracy: 0.334, Validation Accuracy: 0.424, Loss: 3.560 Epoch 0 Batch 49/2154 - Train Accuracy: 0.393, Validation Accuracy: 0.426, Loss: 3.227 Epoch 0 Batch 50/2154 - Train Accuracy: 0.336, Validation Accuracy: 0.417, Loss: 3.431 Epoch 0 Batch 51/2154 - Train Accuracy: 0.379, Validation Accuracy: 0.426, Loss: 3.284 Epoch 0 Batch 52/2154 - Train Accuracy: 0.383, Validation Accuracy: 0.427, Loss: 3.307 Epoch 0 Batch 53/2154 - Train Accuracy: 0.350, Validation Accuracy: 0.411, Loss: 3.296 Epoch 0 Batch 54/2154 - Train Accuracy: 0.321, Validation Accuracy: 0.420, Loss: 3.418 Epoch 0 Batch 55/2154 - Train Accuracy: 0.384, Validation Accuracy: 0.424, Loss: 3.175 Epoch 0 Batch 56/2154 - Train Accuracy: 0.423, Validation Accuracy: 0.422, Loss: 2.933 Epoch 0 Batch 57/2154 - Train Accuracy: 0.416, Validation Accuracy: 0.423, Loss: 3.056 Epoch 0 Batch 58/2154 - Train Accuracy: 0.357, Validation Accuracy: 0.430, Loss: 3.332 Epoch 0 Batch 59/2154 - Train Accuracy: 0.389, Validation Accuracy: 0.433, Loss: 3.175 Epoch 0 Batch 60/2154 - Train Accuracy: 0.383, Validation Accuracy: 0.433, Loss: 3.212 Epoch 0 Batch 61/2154 - Train Accuracy: 0.399, Validation Accuracy: 0.437, Loss: 3.027 Epoch 0 Batch 62/2154 - Train Accuracy: 0.385, Validation Accuracy: 0.435, Loss: 3.148 Epoch 0 Batch 63/2154 - Train Accuracy: 0.349, Validation Accuracy: 0.428, Loss: 3.252 Epoch 0 Batch 64/2154 - Train Accuracy: 0.402, Validation Accuracy: 0.431, Loss: 3.076 Epoch 0 Batch 65/2154 - Train Accuracy: 0.443, Validation Accuracy: 0.438, Loss: 2.884 Epoch 0 Batch 66/2154 - Train Accuracy: 0.455, Validation Accuracy: 0.451, Loss: 2.817 Epoch 0 Batch 67/2154 - Train Accuracy: 0.411, Validation Accuracy: 0.450, Loss: 3.097 Epoch 0 Batch 68/2154 - Train Accuracy: 0.447, Validation Accuracy: 0.450, Loss: 2.876 Epoch 0 Batch 69/2154 - Train Accuracy: 0.407, Validation Accuracy: 0.447, Loss: 3.033 Epoch 0 Batch 70/2154 - Train Accuracy: 0.370, Validation Accuracy: 0.436, Loss: 3.177 Epoch 0 Batch 71/2154 - Train Accuracy: 0.395, Validation Accuracy: 0.445, Loss: 3.051 Epoch 0 Batch 72/2154 - Train Accuracy: 0.389, Validation Accuracy: 0.432, Loss: 3.054 Epoch 0 Batch 73/2154 - Train Accuracy: 0.402, Validation Accuracy: 0.436, Loss: 2.912 Epoch 0 Batch 74/2154 - Train Accuracy: 0.430, Validation Accuracy: 0.455, Loss: 2.873 Epoch 0 Batch 75/2154 - Train Accuracy: 0.359, Validation Accuracy: 0.438, Loss: 3.179 Epoch 0 Batch 76/2154 - Train Accuracy: 0.438, Validation Accuracy: 0.449, Loss: 2.936 Epoch 0 Batch 77/2154 - Train Accuracy: 0.370, Validation Accuracy: 0.467, Loss: 3.152 Epoch 0 Batch 78/2154 - Train Accuracy: 0.385, Validation Accuracy: 0.459, Loss: 3.118 Epoch 0 Batch 79/2154 - Train Accuracy: 0.420, Validation Accuracy: 0.464, Loss: 2.906 Epoch 0 Batch 80/2154 - Train Accuracy: 0.407, Validation Accuracy: 0.454, Loss: 2.957 Epoch 0 Batch 81/2154 - Train Accuracy: 0.403, Validation Accuracy: 0.462, Loss: 2.960 Epoch 0 Batch 82/2154 - Train Accuracy: 0.415, Validation Accuracy: 0.454, Loss: 2.993 Epoch 0 Batch 83/2154 - Train Accuracy: 0.382, Validation Accuracy: 0.454, Loss: 3.180 Epoch 0 Batch 84/2154 - Train Accuracy: 0.462, Validation Accuracy: 0.462, Loss: 2.707 Epoch 0 Batch 85/2154 - Train Accuracy: 0.439, Validation Accuracy: 0.468, Loss: 2.762 Epoch 0 Batch 86/2154 - Train Accuracy: 0.394, Validation Accuracy: 0.470, Loss: 3.001 Epoch 0 Batch 87/2154 - Train Accuracy: 0.420, Validation Accuracy: 0.462, Loss: 2.897 Epoch 0 Batch 88/2154 - Train Accuracy: 0.404, Validation Accuracy: 0.460, Loss: 2.880 Epoch 0 Batch 89/2154 - Train Accuracy: 0.389, Validation Accuracy: 0.461, Loss: 2.950 Epoch 0 Batch 90/2154 - Train Accuracy: 0.372, Validation Accuracy: 0.451, Loss: 2.978 Epoch 0 Batch 91/2154 - Train Accuracy: 0.406, Validation Accuracy: 0.457, Loss: 2.841 Epoch 0 Batch 92/2154 - Train Accuracy: 0.420, Validation Accuracy: 0.457, Loss: 2.845 Epoch 0 Batch 93/2154 - Train Accuracy: 0.400, Validation Accuracy: 0.454, Loss: 2.851 Epoch 0 Batch 94/2154 - Train Accuracy: 0.425, Validation Accuracy: 0.458, Loss: 2.813 Epoch 0 Batch 95/2154 - Train Accuracy: 0.429, Validation Accuracy: 0.457, Loss: 2.711 Epoch 0 Batch 96/2154 - Train Accuracy: 0.406, Validation Accuracy: 0.450, Loss: 2.828 Epoch 0 Batch 97/2154 - Train Accuracy: 0.388, Validation Accuracy: 0.451, Loss: 2.854 Epoch 0 Batch 98/2154 - Train Accuracy: 0.438, Validation Accuracy: 0.451, Loss: 2.717 Epoch 0 Batch 99/2154 - Train Accuracy: 0.450, Validation Accuracy: 0.453, Loss: 2.638 Epoch 0 Batch 100/2154 - Train Accuracy: 0.400, Validation Accuracy: 0.462, Loss: 2.752 Epoch 0 Batch 101/2154 - Train Accuracy: 0.431, Validation Accuracy: 0.462, Loss: 2.741 Epoch 0 Batch 102/2154 - Train Accuracy: 0.402, Validation Accuracy: 0.448, Loss: 2.723 Epoch 0 Batch 103/2154 - Train Accuracy: 0.409, Validation Accuracy: 0.433, Loss: 2.597 Epoch 0 Batch 104/2154 - Train Accuracy: 0.426, Validation Accuracy: 0.463, Loss: 2.700 Epoch 0 Batch 105/2154 - Train Accuracy: 0.420, Validation Accuracy: 0.460, Loss: 2.617 Epoch 0 Batch 106/2154 - Train Accuracy: 0.379, Validation Accuracy: 0.458, Loss: 2.828 Epoch 0 Batch 107/2154 - Train Accuracy: 0.433, Validation Accuracy: 0.419, Loss: 2.508 Epoch 0 Batch 108/2154 - Train Accuracy: 0.400, Validation Accuracy: 0.444, Loss: 2.710 Epoch 0 Batch 109/2154 - Train Accuracy: 0.396, Validation Accuracy: 0.472, Loss: 2.756 Epoch 0 Batch 110/2154 - Train Accuracy: 0.381, Validation Accuracy: 0.467, Loss: 2.780 Epoch 0 Batch 111/2154 - Train Accuracy: 0.423, Validation Accuracy: 0.430, Loss: 2.501 Epoch 0 Batch 112/2154 - Train Accuracy: 0.447, Validation Accuracy: 0.426, Loss: 2.516 Epoch 0 Batch 113/2154 - Train Accuracy: 0.447, Validation Accuracy: 0.461, Loss: 2.508 Epoch 0 Batch 114/2154 - Train Accuracy: 0.410, Validation Accuracy: 0.462, Loss: 2.591 Epoch 0 Batch 115/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.461, Loss: 2.307 Epoch 0 Batch 116/2154 - Train Accuracy: 0.385, Validation Accuracy: 0.415, Loss: 2.467 Epoch 0 Batch 117/2154 - Train Accuracy: 0.377, Validation Accuracy: 0.421, Loss: 2.674 Epoch 0 Batch 118/2154 - Train Accuracy: 0.447, Validation Accuracy: 0.467, Loss: 2.516 Epoch 0 Batch 119/2154 - Train Accuracy: 0.390, Validation Accuracy: 0.467, Loss: 2.722 Epoch 0 Batch 120/2154 - Train Accuracy: 0.380, Validation Accuracy: 0.432, Loss: 2.578 Epoch 0 Batch 121/2154 - Train Accuracy: 0.415, Validation Accuracy: 0.425, Loss: 2.400 Epoch 0 Batch 122/2154 - Train Accuracy: 0.402, Validation Accuracy: 0.452, Loss: 2.580 Epoch 0 Batch 123/2154 - Train Accuracy: 0.416, Validation Accuracy: 0.462, Loss: 2.452 Epoch 0 Batch 124/2154 - Train Accuracy: 0.448, Validation Accuracy: 0.459, Loss: 2.391 Epoch 0 Batch 125/2154 - Train Accuracy: 0.353, Validation Accuracy: 0.419, Loss: 2.652 Epoch 0 Batch 126/2154 - Train Accuracy: 0.351, Validation Accuracy: 0.403, Loss: 2.490 Epoch 0 Batch 127/2154 - Train Accuracy: 0.429, Validation Accuracy: 0.425, Loss: 2.353 Epoch 0 Batch 128/2154 - Train Accuracy: 0.413, Validation Accuracy: 0.452, Loss: 2.563 Epoch 0 Batch 129/2154 - Train Accuracy: 0.384, Validation Accuracy: 0.448, Loss: 2.475 Epoch 0 Batch 130/2154 - Train Accuracy: 0.402, Validation Accuracy: 0.433, Loss: 2.400 Epoch 0 Batch 131/2154 - Train Accuracy: 0.364, Validation Accuracy: 0.421, Loss: 2.526 Epoch 0 Batch 132/2154 - Train Accuracy: 0.382, Validation Accuracy: 0.424, Loss: 2.550 Epoch 0 Batch 133/2154 - Train Accuracy: 0.368, Validation Accuracy: 0.438, Loss: 2.475 Epoch 0 Batch 134/2154 - Train Accuracy: 0.385, Validation Accuracy: 0.438, Loss: 2.389 Epoch 0 Batch 135/2154 - Train Accuracy: 0.380, Validation Accuracy: 0.434, Loss: 2.652 Epoch 0 Batch 136/2154 - Train Accuracy: 0.399, Validation Accuracy: 0.414, Loss: 2.323 Epoch 0 Batch 137/2154 - Train Accuracy: 0.396, Validation Accuracy: 0.428, Loss: 2.361 Epoch 0 Batch 138/2154 - Train Accuracy: 0.384, Validation Accuracy: 0.447, Loss: 2.406 Epoch 0 Batch 139/2154 - Train Accuracy: 0.432, Validation Accuracy: 0.453, Loss: 2.442 Epoch 0 Batch 140/2154 - Train Accuracy: 0.407, Validation Accuracy: 0.425, Loss: 2.363 Epoch 0 Batch 141/2154 - Train Accuracy: 0.350, Validation Accuracy: 0.415, Loss: 2.418 Epoch 0 Batch 142/2154 - Train Accuracy: 0.345, Validation Accuracy: 0.413, Loss: 2.447 Epoch 0 Batch 143/2154 - Train Accuracy: 0.378, Validation Accuracy: 0.431, Loss: 2.402 Epoch 0 Batch 144/2154 - Train Accuracy: 0.384, Validation Accuracy: 0.424, Loss: 2.261 Epoch 0 Batch 145/2154 - Train Accuracy: 0.380, Validation Accuracy: 0.423, Loss: 2.364 Epoch 0 Batch 146/2154 - Train Accuracy: 0.365, Validation Accuracy: 0.420, Loss: 2.366 Epoch 0 Batch 147/2154 - Train Accuracy: 0.367, Validation Accuracy: 0.418, Loss: 2.269 Epoch 0 Batch 148/2154 - Train Accuracy: 0.395, Validation Accuracy: 0.420, Loss: 2.286 Epoch 0 Batch 149/2154 - Train Accuracy: 0.413, Validation Accuracy: 0.427, Loss: 2.176 Epoch 0 Batch 150/2154 - Train Accuracy: 0.389, Validation Accuracy: 0.426, Loss: 2.160 Epoch 0 Batch 151/2154 - Train Accuracy: 0.387, Validation Accuracy: 0.415, Loss: 2.213 Epoch 0 Batch 152/2154 - Train Accuracy: 0.413, Validation Accuracy: 0.423, Loss: 2.161 Epoch 0 Batch 153/2154 - Train Accuracy: 0.396, Validation Accuracy: 0.441, Loss: 2.353 Epoch 0 Batch 154/2154 - Train Accuracy: 0.424, Validation Accuracy: 0.440, Loss: 2.174 Epoch 0 Batch 155/2154 - Train Accuracy: 0.413, Validation Accuracy: 0.430, Loss: 2.366 Epoch 0 Batch 156/2154 - Train Accuracy: 0.348, Validation Accuracy: 0.420, Loss: 2.304 Epoch 0 Batch 157/2154 - Train Accuracy: 0.414, Validation Accuracy: 0.428, Loss: 2.237 Epoch 0 Batch 158/2154 - Train Accuracy: 0.356, Validation Accuracy: 0.438, Loss: 2.423 Epoch 0 Batch 159/2154 - Train Accuracy: 0.377, Validation Accuracy: 0.433, Loss: 2.297 Epoch 0 Batch 160/2154 - Train Accuracy: 0.390, Validation Accuracy: 0.417, Loss: 2.293 Epoch 0 Batch 161/2154 - Train Accuracy: 0.407, Validation Accuracy: 0.417, Loss: 2.054 Epoch 0 Batch 162/2154 - Train Accuracy: 0.350, Validation Accuracy: 0.431, Loss: 2.364 Epoch 0 Batch 163/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.433, Loss: 2.086 Epoch 0 Batch 164/2154 - Train Accuracy: 0.363, Validation Accuracy: 0.428, Loss: 2.328 Epoch 0 Batch 165/2154 - Train Accuracy: 0.439, Validation Accuracy: 0.418, Loss: 1.964 Epoch 0 Batch 166/2154 - Train Accuracy: 0.392, Validation Accuracy: 0.417, Loss: 2.131 Epoch 0 Batch 167/2154 - Train Accuracy: 0.383, Validation Accuracy: 0.425, Loss: 2.204 Epoch 0 Batch 168/2154 - Train Accuracy: 0.392, Validation Accuracy: 0.433, Loss: 2.267 Epoch 0 Batch 169/2154 - Train Accuracy: 0.399, Validation Accuracy: 0.440, Loss: 2.236 Epoch 0 Batch 170/2154 - Train Accuracy: 0.433, Validation Accuracy: 0.430, Loss: 2.060 Epoch 0 Batch 171/2154 - Train Accuracy: 0.412, Validation Accuracy: 0.422, Loss: 1.974 Epoch 0 Batch 172/2154 - Train Accuracy: 0.394, Validation Accuracy: 0.413, Loss: 1.994 Epoch 0 Batch 173/2154 - Train Accuracy: 0.409, Validation Accuracy: 0.415, Loss: 2.071 Epoch 0 Batch 174/2154 - Train Accuracy: 0.389, Validation Accuracy: 0.433, Loss: 2.120 Epoch 0 Batch 175/2154 - Train Accuracy: 0.424, Validation Accuracy: 0.433, Loss: 2.078 Epoch 0 Batch 176/2154 - Train Accuracy: 0.394, Validation Accuracy: 0.418, Loss: 2.091 Epoch 0 Batch 177/2154 - Train Accuracy: 0.408, Validation Accuracy: 0.418, Loss: 2.012 Epoch 0 Batch 178/2154 - Train Accuracy: 0.405, Validation Accuracy: 0.423, Loss: 2.074 Epoch 0 Batch 179/2154 - Train Accuracy: 0.443, Validation Accuracy: 0.423, Loss: 1.981 Epoch 0 Batch 180/2154 - Train Accuracy: 0.376, Validation Accuracy: 0.420, Loss: 2.034 Epoch 0 Batch 181/2154 - Train Accuracy: 0.398, Validation Accuracy: 0.414, Loss: 2.072 Epoch 0 Batch 182/2154 - Train Accuracy: 0.362, Validation Accuracy: 0.415, Loss: 2.094 Epoch 0 Batch 183/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.424, Loss: 1.897 Epoch 0 Batch 184/2154 - Train Accuracy: 0.394, Validation Accuracy: 0.415, Loss: 1.938 Epoch 0 Batch 185/2154 - Train Accuracy: 0.331, Validation Accuracy: 0.425, Loss: 2.195 Epoch 0 Batch 186/2154 - Train Accuracy: 0.411, Validation Accuracy: 0.435, Loss: 1.953 Epoch 0 Batch 187/2154 - Train Accuracy: 0.432, Validation Accuracy: 0.433, Loss: 1.940 Epoch 0 Batch 188/2154 - Train Accuracy: 0.369, Validation Accuracy: 0.426, Loss: 2.049 Epoch 0 Batch 189/2154 - Train Accuracy: 0.413, Validation Accuracy: 0.418, Loss: 1.881 Epoch 0 Batch 190/2154 - Train Accuracy: 0.397, Validation Accuracy: 0.422, Loss: 1.963 Epoch 0 Batch 191/2154 - Train Accuracy: 0.452, Validation Accuracy: 0.429, Loss: 1.947 Epoch 0 Batch 192/2154 - Train Accuracy: 0.429, Validation Accuracy: 0.431, Loss: 1.942 Epoch 0 Batch 193/2154 - Train Accuracy: 0.430, Validation Accuracy: 0.428, Loss: 1.940 Epoch 0 Batch 194/2154 - Train Accuracy: 0.420, Validation Accuracy: 0.433, Loss: 1.889 Epoch 0 Batch 195/2154 - Train Accuracy: 0.386, Validation Accuracy: 0.428, Loss: 2.023 Epoch 0 Batch 196/2154 - Train Accuracy: 0.431, Validation Accuracy: 0.430, Loss: 1.950 Epoch 0 Batch 197/2154 - Train Accuracy: 0.506, Validation Accuracy: 0.431, Loss: 1.703 Epoch 0 Batch 198/2154 - Train Accuracy: 0.398, Validation Accuracy: 0.435, Loss: 2.041 Epoch 0 Batch 199/2154 - Train Accuracy: 0.395, Validation Accuracy: 0.428, Loss: 1.991 Epoch 0 Batch 200/2154 - Train Accuracy: 0.377, Validation Accuracy: 0.420, Loss: 1.899 Epoch 0 Batch 201/2154 - Train Accuracy: 0.415, Validation Accuracy: 0.429, Loss: 1.931 Epoch 0 Batch 202/2154 - Train Accuracy: 0.417, Validation Accuracy: 0.430, Loss: 1.889 Epoch 0 Batch 203/2154 - Train Accuracy: 0.373, Validation Accuracy: 0.428, Loss: 1.977 Epoch 0 Batch 204/2154 - Train Accuracy: 0.400, Validation Accuracy: 0.433, Loss: 1.765 Epoch 0 Batch 205/2154 - Train Accuracy: 0.451, Validation Accuracy: 0.435, Loss: 1.783 Epoch 0 Batch 206/2154 - Train Accuracy: 0.466, Validation Accuracy: 0.436, Loss: 1.803 Epoch 0 Batch 207/2154 - Train Accuracy: 0.400, Validation Accuracy: 0.434, Loss: 1.912 Epoch 0 Batch 208/2154 - Train Accuracy: 0.371, Validation Accuracy: 0.433, Loss: 1.964 Epoch 0 Batch 209/2154 - Train Accuracy: 0.345, Validation Accuracy: 0.428, Loss: 1.979 Epoch 0 Batch 210/2154 - Train Accuracy: 0.348, Validation Accuracy: 0.432, Loss: 1.926 Epoch 0 Batch 211/2154 - Train Accuracy: 0.416, Validation Accuracy: 0.433, Loss: 1.815 Epoch 0 Batch 212/2154 - Train Accuracy: 0.427, Validation Accuracy: 0.436, Loss: 1.869 Epoch 0 Batch 213/2154 - Train Accuracy: 0.405, Validation Accuracy: 0.431, Loss: 1.928 Epoch 0 Batch 214/2154 - Train Accuracy: 0.413, Validation Accuracy: 0.428, Loss: 2.021 Epoch 0 Batch 215/2154 - Train Accuracy: 0.393, Validation Accuracy: 0.414, Loss: 1.763 Epoch 0 Batch 216/2154 - Train Accuracy: 0.445, Validation Accuracy: 0.425, Loss: 1.793 Epoch 0 Batch 217/2154 - Train Accuracy: 0.464, Validation Accuracy: 0.425, Loss: 1.665 Epoch 0 Batch 218/2154 - Train Accuracy: 0.417, Validation Accuracy: 0.433, Loss: 1.796 Epoch 0 Batch 219/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.441, Loss: 1.827 Epoch 0 Batch 220/2154 - Train Accuracy: 0.430, Validation Accuracy: 0.442, Loss: 1.745 Epoch 0 Batch 221/2154 - Train Accuracy: 0.416, Validation Accuracy: 0.440, Loss: 1.891 Epoch 0 Batch 222/2154 - Train Accuracy: 0.452, Validation Accuracy: 0.439, Loss: 1.787 Epoch 0 Batch 223/2154 - Train Accuracy: 0.386, Validation Accuracy: 0.445, Loss: 1.869 Epoch 0 Batch 224/2154 - Train Accuracy: 0.421, Validation Accuracy: 0.446, Loss: 1.762 Epoch 0 Batch 225/2154 - Train Accuracy: 0.420, Validation Accuracy: 0.444, Loss: 1.833 Epoch 0 Batch 226/2154 - Train Accuracy: 0.434, Validation Accuracy: 0.438, Loss: 1.738 Epoch 0 Batch 227/2154 - Train Accuracy: 0.380, Validation Accuracy: 0.422, Loss: 1.829 Epoch 0 Batch 228/2154 - Train Accuracy: 0.377, Validation Accuracy: 0.428, Loss: 1.817 Epoch 0 Batch 229/2154 - Train Accuracy: 0.404, Validation Accuracy: 0.433, Loss: 1.796 Epoch 0 Batch 230/2154 - Train Accuracy: 0.435, Validation Accuracy: 0.439, Loss: 1.758 Epoch 0 Batch 231/2154 - Train Accuracy: 0.377, Validation Accuracy: 0.433, Loss: 1.914 Epoch 0 Batch 232/2154 - Train Accuracy: 0.412, Validation Accuracy: 0.429, Loss: 1.741 Epoch 0 Batch 233/2154 - Train Accuracy: 0.357, Validation Accuracy: 0.439, Loss: 1.707 Epoch 0 Batch 234/2154 - Train Accuracy: 0.445, Validation Accuracy: 0.442, Loss: 1.719 Epoch 0 Batch 235/2154 - Train Accuracy: 0.373, Validation Accuracy: 0.441, Loss: 1.814 Epoch 0 Batch 236/2154 - Train Accuracy: 0.365, Validation Accuracy: 0.443, Loss: 1.741 Epoch 0 Batch 237/2154 - Train Accuracy: 0.350, Validation Accuracy: 0.440, Loss: 1.858 Epoch 0 Batch 238/2154 - Train Accuracy: 0.407, Validation Accuracy: 0.435, Loss: 1.677 Epoch 0 Batch 239/2154 - Train Accuracy: 0.378, Validation Accuracy: 0.440, Loss: 1.714 Epoch 0 Batch 240/2154 - Train Accuracy: 0.427, Validation Accuracy: 0.444, Loss: 1.699 Epoch 0 Batch 241/2154 - Train Accuracy: 0.431, Validation Accuracy: 0.442, Loss: 1.807 Epoch 0 Batch 242/2154 - Train Accuracy: 0.390, Validation Accuracy: 0.440, Loss: 1.672 Epoch 0 Batch 243/2154 - Train Accuracy: 0.377, Validation Accuracy: 0.440, Loss: 1.748 Epoch 0 Batch 244/2154 - Train Accuracy: 0.427, Validation Accuracy: 0.433, Loss: 1.652 Epoch 0 Batch 245/2154 - Train Accuracy: 0.409, Validation Accuracy: 0.437, Loss: 1.690 Epoch 0 Batch 246/2154 - Train Accuracy: 0.405, Validation Accuracy: 0.435, Loss: 1.646 Epoch 0 Batch 247/2154 - Train Accuracy: 0.453, Validation Accuracy: 0.438, Loss: 1.601 Epoch 0 Batch 248/2154 - Train Accuracy: 0.453, Validation Accuracy: 0.440, Loss: 1.554 Epoch 0 Batch 249/2154 - Train Accuracy: 0.420, Validation Accuracy: 0.444, Loss: 1.613 Epoch 0 Batch 250/2154 - Train Accuracy: 0.416, Validation Accuracy: 0.441, Loss: 1.638 Epoch 0 Batch 251/2154 - Train Accuracy: 0.449, Validation Accuracy: 0.444, Loss: 1.578 Epoch 0 Batch 252/2154 - Train Accuracy: 0.402, Validation Accuracy: 0.440, Loss: 1.721 Epoch 0 Batch 253/2154 - Train Accuracy: 0.419, Validation Accuracy: 0.442, Loss: 1.642 Epoch 0 Batch 254/2154 - Train Accuracy: 0.446, Validation Accuracy: 0.442, Loss: 1.538 Epoch 0 Batch 255/2154 - Train Accuracy: 0.453, Validation Accuracy: 0.444, Loss: 1.535 Epoch 0 Batch 256/2154 - Train Accuracy: 0.420, Validation Accuracy: 0.448, Loss: 1.621 Epoch 0 Batch 257/2154 - Train Accuracy: 0.492, Validation Accuracy: 0.448, Loss: 1.594 Epoch 0 Batch 258/2154 - Train Accuracy: 0.472, Validation Accuracy: 0.462, Loss: 1.476 Epoch 0 Batch 259/2154 - Train Accuracy: 0.455, Validation Accuracy: 0.452, Loss: 1.670 Epoch 0 Batch 260/2154 - Train Accuracy: 0.481, Validation Accuracy: 0.452, Loss: 1.599 Epoch 0 Batch 261/2154 - Train Accuracy: 0.423, Validation Accuracy: 0.433, Loss: 1.544 Epoch 0 Batch 262/2154 - Train Accuracy: 0.432, Validation Accuracy: 0.433, Loss: 1.490 Epoch 0 Batch 263/2154 - Train Accuracy: 0.405, Validation Accuracy: 0.452, Loss: 1.641 Epoch 0 Batch 264/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.450, Loss: 1.554 Epoch 0 Batch 265/2154 - Train Accuracy: 0.429, Validation Accuracy: 0.457, Loss: 1.634 Epoch 0 Batch 266/2154 - Train Accuracy: 0.437, Validation Accuracy: 0.461, Loss: 1.658 Epoch 0 Batch 267/2154 - Train Accuracy: 0.422, Validation Accuracy: 0.469, Loss: 1.645 Epoch 0 Batch 268/2154 - Train Accuracy: 0.438, Validation Accuracy: 0.453, Loss: 1.516 Epoch 0 Batch 269/2154 - Train Accuracy: 0.380, Validation Accuracy: 0.434, Loss: 1.662 Epoch 0 Batch 270/2154 - Train Accuracy: 0.467, Validation Accuracy: 0.428, Loss: 1.489 Epoch 0 Batch 271/2154 - Train Accuracy: 0.452, Validation Accuracy: 0.448, Loss: 1.566 Epoch 0 Batch 272/2154 - Train Accuracy: 0.442, Validation Accuracy: 0.467, Loss: 1.662 Epoch 0 Batch 273/2154 - Train Accuracy: 0.466, Validation Accuracy: 0.459, Loss: 1.551 Epoch 0 Batch 274/2154 - Train Accuracy: 0.482, Validation Accuracy: 0.466, Loss: 1.499 Epoch 0 Batch 275/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.447, Loss: 1.455 Epoch 0 Batch 276/2154 - Train Accuracy: 0.469, Validation Accuracy: 0.457, Loss: 1.403 Epoch 0 Batch 277/2154 - Train Accuracy: 0.453, Validation Accuracy: 0.474, Loss: 1.468 Epoch 0 Batch 278/2154 - Train Accuracy: 0.470, Validation Accuracy: 0.471, Loss: 1.427 Epoch 0 Batch 279/2154 - Train Accuracy: 0.494, Validation Accuracy: 0.464, Loss: 1.417 Epoch 0 Batch 280/2154 - Train Accuracy: 0.428, Validation Accuracy: 0.468, Loss: 1.617 Epoch 0 Batch 281/2154 - Train Accuracy: 0.426, Validation Accuracy: 0.484, Loss: 1.664 Epoch 0 Batch 282/2154 - Train Accuracy: 0.447, Validation Accuracy: 0.482, Loss: 1.550 Epoch 0 Batch 283/2154 - Train Accuracy: 0.466, Validation Accuracy: 0.483, Loss: 1.547 Epoch 0 Batch 284/2154 - Train Accuracy: 0.467, Validation Accuracy: 0.482, Loss: 1.547 Epoch 0 Batch 285/2154 - Train Accuracy: 0.446, Validation Accuracy: 0.478, Loss: 1.538 Epoch 0 Batch 286/2154 - Train Accuracy: 0.476, Validation Accuracy: 0.465, Loss: 1.341 Epoch 0 Batch 287/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.472, Loss: 1.530 Epoch 0 Batch 288/2154 - Train Accuracy: 0.451, Validation Accuracy: 0.474, Loss: 1.511 Epoch 0 Batch 289/2154 - Train Accuracy: 0.411, Validation Accuracy: 0.459, Loss: 1.571 Epoch 0 Batch 290/2154 - Train Accuracy: 0.438, Validation Accuracy: 0.464, Loss: 1.554 Epoch 0 Batch 291/2154 - Train Accuracy: 0.500, Validation Accuracy: 0.464, Loss: 1.454 Epoch 0 Batch 292/2154 - Train Accuracy: 0.435, Validation Accuracy: 0.462, Loss: 1.455 Epoch 0 Batch 293/2154 - Train Accuracy: 0.433, Validation Accuracy: 0.464, Loss: 1.528 Epoch 0 Batch 294/2154 - Train Accuracy: 0.458, Validation Accuracy: 0.448, Loss: 1.532 Epoch 0 Batch 295/2154 - Train Accuracy: 0.444, Validation Accuracy: 0.436, Loss: 1.473 Epoch 0 Batch 296/2154 - Train Accuracy: 0.377, Validation Accuracy: 0.457, Loss: 1.543 Epoch 0 Batch 297/2154 - Train Accuracy: 0.452, Validation Accuracy: 0.470, Loss: 1.462 Epoch 0 Batch 298/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.469, Loss: 1.504 Epoch 0 Batch 299/2154 - Train Accuracy: 0.437, Validation Accuracy: 0.474, Loss: 1.487 Epoch 0 Batch 300/2154 - Train Accuracy: 0.394, Validation Accuracy: 0.463, Loss: 1.518 Epoch 0 Batch 301/2154 - Train Accuracy: 0.388, Validation Accuracy: 0.462, Loss: 1.560 Epoch 0 Batch 302/2154 - Train Accuracy: 0.500, Validation Accuracy: 0.460, Loss: 1.329 Epoch 0 Batch 303/2154 - Train Accuracy: 0.420, Validation Accuracy: 0.465, Loss: 1.453 Epoch 0 Batch 304/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.469, Loss: 1.351 Epoch 0 Batch 305/2154 - Train Accuracy: 0.468, Validation Accuracy: 0.474, Loss: 1.436 Epoch 0 Batch 306/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.492, Loss: 1.527 Epoch 0 Batch 307/2154 - Train Accuracy: 0.438, Validation Accuracy: 0.479, Loss: 1.602 Epoch 0 Batch 308/2154 - Train Accuracy: 0.464, Validation Accuracy: 0.477, Loss: 1.453 Epoch 0 Batch 309/2154 - Train Accuracy: 0.474, Validation Accuracy: 0.494, Loss: 1.508 Epoch 0 Batch 310/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.490, Loss: 1.461 Epoch 0 Batch 311/2154 - Train Accuracy: 0.493, Validation Accuracy: 0.487, Loss: 1.373 Epoch 0 Batch 312/2154 - Train Accuracy: 0.400, Validation Accuracy: 0.477, Loss: 1.502 Epoch 0 Batch 313/2154 - Train Accuracy: 0.496, Validation Accuracy: 0.488, Loss: 1.373 Epoch 0 Batch 314/2154 - Train Accuracy: 0.428, Validation Accuracy: 0.491, Loss: 1.454 Epoch 0 Batch 315/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.500, Loss: 1.411 Epoch 0 Batch 316/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.495, Loss: 1.397 Epoch 0 Batch 317/2154 - Train Accuracy: 0.478, Validation Accuracy: 0.489, Loss: 1.357 Epoch 0 Batch 318/2154 - Train Accuracy: 0.488, Validation Accuracy: 0.509, Loss: 1.589 Epoch 0 Batch 319/2154 - Train Accuracy: 0.504, Validation Accuracy: 0.509, Loss: 1.293 Epoch 0 Batch 320/2154 - Train Accuracy: 0.487, Validation Accuracy: 0.503, Loss: 1.359 Epoch 0 Batch 321/2154 - Train Accuracy: 0.464, Validation Accuracy: 0.496, Loss: 1.410 Epoch 0 Batch 322/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.495, Loss: 1.313 Epoch 0 Batch 323/2154 - Train Accuracy: 0.446, Validation Accuracy: 0.489, Loss: 1.491 Epoch 0 Batch 324/2154 - Train Accuracy: 0.437, Validation Accuracy: 0.489, Loss: 1.348 Epoch 0 Batch 325/2154 - Train Accuracy: 0.446, Validation Accuracy: 0.485, Loss: 1.413 Epoch 0 Batch 326/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.484, Loss: 1.382 Epoch 0 Batch 327/2154 - Train Accuracy: 0.488, Validation Accuracy: 0.501, Loss: 1.386 Epoch 0 Batch 328/2154 - Train Accuracy: 0.461, Validation Accuracy: 0.501, Loss: 1.454 Epoch 0 Batch 329/2154 - Train Accuracy: 0.491, Validation Accuracy: 0.506, Loss: 1.396 Epoch 0 Batch 330/2154 - Train Accuracy: 0.450, Validation Accuracy: 0.489, Loss: 1.398 Epoch 0 Batch 331/2154 - Train Accuracy: 0.407, Validation Accuracy: 0.491, Loss: 1.415 Epoch 0 Batch 332/2154 - Train Accuracy: 0.452, Validation Accuracy: 0.488, Loss: 1.317 Epoch 0 Batch 333/2154 - Train Accuracy: 0.530, Validation Accuracy: 0.488, Loss: 1.362 Epoch 0 Batch 334/2154 - Train Accuracy: 0.443, Validation Accuracy: 0.491, Loss: 1.509 Epoch 0 Batch 335/2154 - Train Accuracy: 0.497, Validation Accuracy: 0.492, Loss: 1.291 Epoch 0 Batch 336/2154 - Train Accuracy: 0.462, Validation Accuracy: 0.498, Loss: 1.403 Epoch 0 Batch 337/2154 - Train Accuracy: 0.415, Validation Accuracy: 0.492, Loss: 1.442 Epoch 0 Batch 338/2154 - Train Accuracy: 0.475, Validation Accuracy: 0.495, Loss: 1.341 Epoch 0 Batch 339/2154 - Train Accuracy: 0.472, Validation Accuracy: 0.505, Loss: 1.456 Epoch 0 Batch 340/2154 - Train Accuracy: 0.472, Validation Accuracy: 0.497, Loss: 1.330 Epoch 0 Batch 341/2154 - Train Accuracy: 0.429, Validation Accuracy: 0.499, Loss: 1.491 Epoch 0 Batch 342/2154 - Train Accuracy: 0.470, Validation Accuracy: 0.499, Loss: 1.316 Epoch 0 Batch 343/2154 - Train Accuracy: 0.477, Validation Accuracy: 0.481, Loss: 1.297 Epoch 0 Batch 344/2154 - Train Accuracy: 0.463, Validation Accuracy: 0.475, Loss: 1.254 Epoch 0 Batch 345/2154 - Train Accuracy: 0.399, Validation Accuracy: 0.479, Loss: 1.392 Epoch 0 Batch 346/2154 - Train Accuracy: 0.521, Validation Accuracy: 0.496, Loss: 1.179 Epoch 0 Batch 347/2154 - Train Accuracy: 0.477, Validation Accuracy: 0.499, Loss: 1.397 Epoch 0 Batch 348/2154 - Train Accuracy: 0.439, Validation Accuracy: 0.498, Loss: 1.449 Epoch 0 Batch 349/2154 - Train Accuracy: 0.528, Validation Accuracy: 0.499, Loss: 1.273 Epoch 0 Batch 350/2154 - Train Accuracy: 0.448, Validation Accuracy: 0.499, Loss: 1.281 Epoch 0 Batch 351/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.497, Loss: 1.325 Epoch 0 Batch 352/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.496, Loss: 1.323 Epoch 0 Batch 353/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.497, Loss: 1.311 Epoch 0 Batch 354/2154 - Train Accuracy: 0.482, Validation Accuracy: 0.492, Loss: 1.263 Epoch 0 Batch 355/2154 - Train Accuracy: 0.466, Validation Accuracy: 0.494, Loss: 1.420 Epoch 0 Batch 356/2154 - Train Accuracy: 0.460, Validation Accuracy: 0.502, Loss: 1.348 Epoch 0 Batch 357/2154 - Train Accuracy: 0.481, Validation Accuracy: 0.497, Loss: 1.260 Epoch 0 Batch 358/2154 - Train Accuracy: 0.449, Validation Accuracy: 0.489, Loss: 1.323 Epoch 0 Batch 359/2154 - Train Accuracy: 0.491, Validation Accuracy: 0.480, Loss: 1.340 Epoch 0 Batch 360/2154 - Train Accuracy: 0.477, Validation Accuracy: 0.482, Loss: 1.336 Epoch 0 Batch 361/2154 - Train Accuracy: 0.405, Validation Accuracy: 0.477, Loss: 1.346 Epoch 0 Batch 362/2154 - Train Accuracy: 0.501, Validation Accuracy: 0.484, Loss: 1.249 Epoch 0 Batch 363/2154 - Train Accuracy: 0.496, Validation Accuracy: 0.479, Loss: 1.296 Epoch 0 Batch 364/2154 - Train Accuracy: 0.467, Validation Accuracy: 0.478, Loss: 1.322 Epoch 0 Batch 365/2154 - Train Accuracy: 0.472, Validation Accuracy: 0.492, Loss: 1.249 Epoch 0 Batch 366/2154 - Train Accuracy: 0.521, Validation Accuracy: 0.499, Loss: 1.304 Epoch 0 Batch 367/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.504, Loss: 1.256 Epoch 0 Batch 368/2154 - Train Accuracy: 0.463, Validation Accuracy: 0.504, Loss: 1.373 Epoch 0 Batch 369/2154 - Train Accuracy: 0.527, Validation Accuracy: 0.501, Loss: 1.201 Epoch 0 Batch 370/2154 - Train Accuracy: 0.476, Validation Accuracy: 0.497, Loss: 1.255 Epoch 0 Batch 371/2154 - Train Accuracy: 0.430, Validation Accuracy: 0.493, Loss: 1.208 Epoch 0 Batch 372/2154 - Train Accuracy: 0.424, Validation Accuracy: 0.492, Loss: 1.343 Epoch 0 Batch 373/2154 - Train Accuracy: 0.451, Validation Accuracy: 0.490, Loss: 1.285 Epoch 0 Batch 374/2154 - Train Accuracy: 0.462, Validation Accuracy: 0.493, Loss: 1.349 Epoch 0 Batch 375/2154 - Train Accuracy: 0.466, Validation Accuracy: 0.495, Loss: 1.255 Epoch 0 Batch 376/2154 - Train Accuracy: 0.471, Validation Accuracy: 0.488, Loss: 1.249 Epoch 0 Batch 377/2154 - Train Accuracy: 0.481, Validation Accuracy: 0.477, Loss: 1.227 Epoch 0 Batch 378/2154 - Train Accuracy: 0.422, Validation Accuracy: 0.478, Loss: 1.281 Epoch 0 Batch 379/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.478, Loss: 1.258 Epoch 0 Batch 380/2154 - Train Accuracy: 0.471, Validation Accuracy: 0.487, Loss: 1.245 Epoch 0 Batch 381/2154 - Train Accuracy: 0.443, Validation Accuracy: 0.499, Loss: 1.333 Epoch 0 Batch 382/2154 - Train Accuracy: 0.491, Validation Accuracy: 0.487, Loss: 1.223 Epoch 0 Batch 383/2154 - Train Accuracy: 0.431, Validation Accuracy: 0.501, Loss: 1.272 Epoch 0 Batch 384/2154 - Train Accuracy: 0.541, Validation Accuracy: 0.494, Loss: 1.153 Epoch 0 Batch 385/2154 - Train Accuracy: 0.477, Validation Accuracy: 0.500, Loss: 1.246 Epoch 0 Batch 386/2154 - Train Accuracy: 0.485, Validation Accuracy: 0.495, Loss: 1.401 Epoch 0 Batch 387/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.489, Loss: 1.205 Epoch 0 Batch 388/2154 - Train Accuracy: 0.490, Validation Accuracy: 0.494, Loss: 1.224 Epoch 0 Batch 389/2154 - Train Accuracy: 0.471, Validation Accuracy: 0.492, Loss: 1.204 Epoch 0 Batch 390/2154 - Train Accuracy: 0.493, Validation Accuracy: 0.493, Loss: 1.164 Epoch 0 Batch 391/2154 - Train Accuracy: 0.512, Validation Accuracy: 0.494, Loss: 1.181 Epoch 0 Batch 392/2154 - Train Accuracy: 0.441, Validation Accuracy: 0.492, Loss: 1.260 Epoch 0 Batch 393/2154 - Train Accuracy: 0.467, Validation Accuracy: 0.492, Loss: 1.182 Epoch 0 Batch 394/2154 - Train Accuracy: 0.523, Validation Accuracy: 0.493, Loss: 1.234 Epoch 0 Batch 395/2154 - Train Accuracy: 0.511, Validation Accuracy: 0.491, Loss: 1.206 Epoch 0 Batch 396/2154 - Train Accuracy: 0.439, Validation Accuracy: 0.493, Loss: 1.258 Epoch 0 Batch 397/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.490, Loss: 1.220 Epoch 0 Batch 398/2154 - Train Accuracy: 0.481, Validation Accuracy: 0.490, Loss: 1.137 Epoch 0 Batch 399/2154 - Train Accuracy: 0.467, Validation Accuracy: 0.489, Loss: 1.146 Epoch 0 Batch 400/2154 - Train Accuracy: 0.445, Validation Accuracy: 0.489, Loss: 1.237 Epoch 0 Batch 401/2154 - Train Accuracy: 0.445, Validation Accuracy: 0.488, Loss: 1.283 Epoch 0 Batch 402/2154 - Train Accuracy: 0.396, Validation Accuracy: 0.491, Loss: 1.264 Epoch 0 Batch 403/2154 - Train Accuracy: 0.519, Validation Accuracy: 0.490, Loss: 1.115 Epoch 0 Batch 404/2154 - Train Accuracy: 0.468, Validation Accuracy: 0.487, Loss: 1.141 Epoch 0 Batch 405/2154 - Train Accuracy: 0.497, Validation Accuracy: 0.493, Loss: 1.224 Epoch 0 Batch 406/2154 - Train Accuracy: 0.498, Validation Accuracy: 0.493, Loss: 1.231 Epoch 0 Batch 407/2154 - Train Accuracy: 0.490, Validation Accuracy: 0.494, Loss: 1.180 Epoch 0 Batch 408/2154 - Train Accuracy: 0.454, Validation Accuracy: 0.493, Loss: 1.185 Epoch 0 Batch 409/2154 - Train Accuracy: 0.491, Validation Accuracy: 0.481, Loss: 1.179 Epoch 0 Batch 410/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.479, Loss: 1.194 Epoch 0 Batch 411/2154 - Train Accuracy: 0.498, Validation Accuracy: 0.477, Loss: 1.245 Epoch 0 Batch 412/2154 - Train Accuracy: 0.492, Validation Accuracy: 0.485, Loss: 1.269 Epoch 0 Batch 413/2154 - Train Accuracy: 0.503, Validation Accuracy: 0.489, Loss: 1.182 Epoch 0 Batch 414/2154 - Train Accuracy: 0.439, Validation Accuracy: 0.494, Loss: 1.189 Epoch 0 Batch 415/2154 - Train Accuracy: 0.450, Validation Accuracy: 0.504, Loss: 1.199 Epoch 0 Batch 416/2154 - Train Accuracy: 0.452, Validation Accuracy: 0.501, Loss: 1.203 Epoch 0 Batch 417/2154 - Train Accuracy: 0.519, Validation Accuracy: 0.494, Loss: 1.145 Epoch 0 Batch 418/2154 - Train Accuracy: 0.451, Validation Accuracy: 0.490, Loss: 1.239 Epoch 0 Batch 419/2154 - Train Accuracy: 0.489, Validation Accuracy: 0.491, Loss: 1.188 Epoch 0 Batch 420/2154 - Train Accuracy: 0.478, Validation Accuracy: 0.489, Loss: 1.077 Epoch 0 Batch 421/2154 - Train Accuracy: 0.471, Validation Accuracy: 0.488, Loss: 1.253 Epoch 0 Batch 422/2154 - Train Accuracy: 0.479, Validation Accuracy: 0.496, Loss: 1.206 Epoch 0 Batch 423/2154 - Train Accuracy: 0.466, Validation Accuracy: 0.490, Loss: 1.139 Epoch 0 Batch 424/2154 - Train Accuracy: 0.437, Validation Accuracy: 0.491, Loss: 1.230 Epoch 0 Batch 425/2154 - Train Accuracy: 0.522, Validation Accuracy: 0.499, Loss: 1.105 Epoch 0 Batch 426/2154 - Train Accuracy: 0.452, Validation Accuracy: 0.498, Loss: 1.144 Epoch 0 Batch 427/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.494, Loss: 1.101 Epoch 0 Batch 428/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.490, Loss: 1.167 Epoch 0 Batch 429/2154 - Train Accuracy: 0.476, Validation Accuracy: 0.494, Loss: 1.160 Epoch 0 Batch 430/2154 - Train Accuracy: 0.431, Validation Accuracy: 0.500, Loss: 1.237 Epoch 0 Batch 431/2154 - Train Accuracy: 0.440, Validation Accuracy: 0.499, Loss: 1.240 Epoch 0 Batch 432/2154 - Train Accuracy: 0.455, Validation Accuracy: 0.493, Loss: 1.182 Epoch 0 Batch 433/2154 - Train Accuracy: 0.419, Validation Accuracy: 0.498, Loss: 1.328 Epoch 0 Batch 434/2154 - Train Accuracy: 0.458, Validation Accuracy: 0.498, Loss: 1.154 Epoch 0 Batch 435/2154 - Train Accuracy: 0.502, Validation Accuracy: 0.498, Loss: 1.151 Epoch 0 Batch 436/2154 - Train Accuracy: 0.488, Validation Accuracy: 0.496, Loss: 1.162 Epoch 0 Batch 437/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.499, Loss: 1.289 Epoch 0 Batch 438/2154 - Train Accuracy: 0.441, Validation Accuracy: 0.501, Loss: 1.288 Epoch 0 Batch 439/2154 - Train Accuracy: 0.534, Validation Accuracy: 0.497, Loss: 1.149 Epoch 0 Batch 440/2154 - Train Accuracy: 0.475, Validation Accuracy: 0.493, Loss: 1.232 Epoch 0 Batch 441/2154 - Train Accuracy: 0.469, Validation Accuracy: 0.501, Loss: 1.156 Epoch 0 Batch 442/2154 - Train Accuracy: 0.481, Validation Accuracy: 0.502, Loss: 1.156 Epoch 0 Batch 443/2154 - Train Accuracy: 0.454, Validation Accuracy: 0.497, Loss: 1.199 Epoch 0 Batch 444/2154 - Train Accuracy: 0.469, Validation Accuracy: 0.496, Loss: 1.167 Epoch 0 Batch 445/2154 - Train Accuracy: 0.423, Validation Accuracy: 0.499, Loss: 1.298 Epoch 0 Batch 446/2154 - Train Accuracy: 0.476, Validation Accuracy: 0.497, Loss: 1.238 Epoch 0 Batch 447/2154 - Train Accuracy: 0.496, Validation Accuracy: 0.497, Loss: 1.156 Epoch 0 Batch 448/2154 - Train Accuracy: 0.469, Validation Accuracy: 0.496, Loss: 1.076 Epoch 0 Batch 449/2154 - Train Accuracy: 0.457, Validation Accuracy: 0.496, Loss: 1.176 Epoch 0 Batch 450/2154 - Train Accuracy: 0.521, Validation Accuracy: 0.495, Loss: 1.128 Epoch 0 Batch 451/2154 - Train Accuracy: 0.494, Validation Accuracy: 0.501, Loss: 1.119 Epoch 0 Batch 452/2154 - Train Accuracy: 0.426, Validation Accuracy: 0.499, Loss: 1.245 Epoch 0 Batch 453/2154 - Train Accuracy: 0.451, Validation Accuracy: 0.503, Loss: 1.176 Epoch 0 Batch 454/2154 - Train Accuracy: 0.494, Validation Accuracy: 0.496, Loss: 1.128 Epoch 0 Batch 455/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.507, Loss: 1.229 Epoch 0 Batch 456/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.497, Loss: 1.169 Epoch 0 Batch 457/2154 - Train Accuracy: 0.500, Validation Accuracy: 0.494, Loss: 1.139 Epoch 0 Batch 458/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.494, Loss: 1.128 Epoch 0 Batch 459/2154 - Train Accuracy: 0.539, Validation Accuracy: 0.494, Loss: 1.206 Epoch 0 Batch 460/2154 - Train Accuracy: 0.505, Validation Accuracy: 0.490, Loss: 1.175 Epoch 0 Batch 461/2154 - Train Accuracy: 0.491, Validation Accuracy: 0.489, Loss: 1.081 Epoch 0 Batch 462/2154 - Train Accuracy: 0.525, Validation Accuracy: 0.487, Loss: 1.122 Epoch 0 Batch 463/2154 - Train Accuracy: 0.458, Validation Accuracy: 0.487, Loss: 1.064 Epoch 0 Batch 464/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.494, Loss: 1.170 Epoch 0 Batch 465/2154 - Train Accuracy: 0.470, Validation Accuracy: 0.493, Loss: 1.165 Epoch 0 Batch 466/2154 - Train Accuracy: 0.480, Validation Accuracy: 0.495, Loss: 1.127 Epoch 0 Batch 467/2154 - Train Accuracy: 0.496, Validation Accuracy: 0.487, Loss: 1.180 Epoch 0 Batch 468/2154 - Train Accuracy: 0.477, Validation Accuracy: 0.490, Loss: 1.221 Epoch 0 Batch 469/2154 - Train Accuracy: 0.449, Validation Accuracy: 0.491, Loss: 1.150 Epoch 0 Batch 470/2154 - Train Accuracy: 0.447, Validation Accuracy: 0.489, Loss: 1.296 Epoch 0 Batch 471/2154 - Train Accuracy: 0.407, Validation Accuracy: 0.485, Loss: 1.232 Epoch 0 Batch 472/2154 - Train Accuracy: 0.528, Validation Accuracy: 0.486, Loss: 0.968 Epoch 0 Batch 473/2154 - Train Accuracy: 0.514, Validation Accuracy: 0.491, Loss: 1.160 Epoch 0 Batch 474/2154 - Train Accuracy: 0.456, Validation Accuracy: 0.495, Loss: 1.181 Epoch 0 Batch 475/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.494, Loss: 1.095 Epoch 0 Batch 476/2154 - Train Accuracy: 0.518, Validation Accuracy: 0.494, Loss: 1.030 Epoch 0 Batch 477/2154 - Train Accuracy: 0.510, Validation Accuracy: 0.496, Loss: 1.146 Epoch 0 Batch 478/2154 - Train Accuracy: 0.501, Validation Accuracy: 0.496, Loss: 1.172 Epoch 0 Batch 479/2154 - Train Accuracy: 0.501, Validation Accuracy: 0.492, Loss: 1.035 Epoch 0 Batch 480/2154 - Train Accuracy: 0.498, Validation Accuracy: 0.482, Loss: 1.049 Epoch 0 Batch 481/2154 - Train Accuracy: 0.429, Validation Accuracy: 0.482, Loss: 1.067 Epoch 0 Batch 482/2154 - Train Accuracy: 0.510, Validation Accuracy: 0.487, Loss: 1.187 Epoch 0 Batch 483/2154 - Train Accuracy: 0.524, Validation Accuracy: 0.498, Loss: 1.062 Epoch 0 Batch 484/2154 - Train Accuracy: 0.476, Validation Accuracy: 0.494, Loss: 1.121 Epoch 0 Batch 485/2154 - Train Accuracy: 0.480, Validation Accuracy: 0.487, Loss: 1.007 Epoch 0 Batch 486/2154 - Train Accuracy: 0.468, Validation Accuracy: 0.490, Loss: 1.171 Epoch 0 Batch 487/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.491, Loss: 1.143 Epoch 0 Batch 488/2154 - Train Accuracy: 0.401, Validation Accuracy: 0.492, Loss: 1.123 Epoch 0 Batch 489/2154 - Train Accuracy: 0.497, Validation Accuracy: 0.489, Loss: 1.029 Epoch 0 Batch 490/2154 - Train Accuracy: 0.489, Validation Accuracy: 0.490, Loss: 1.149 Epoch 0 Batch 491/2154 - Train Accuracy: 0.458, Validation Accuracy: 0.495, Loss: 1.097 Epoch 0 Batch 492/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.495, Loss: 1.050 Epoch 0 Batch 493/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.495, Loss: 1.096 Epoch 0 Batch 494/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.492, Loss: 1.133 Epoch 0 Batch 495/2154 - Train Accuracy: 0.530, Validation Accuracy: 0.491, Loss: 1.075 Epoch 0 Batch 496/2154 - Train Accuracy: 0.498, Validation Accuracy: 0.491, Loss: 1.080 Epoch 0 Batch 497/2154 - Train Accuracy: 0.507, Validation Accuracy: 0.491, Loss: 1.122 Epoch 0 Batch 498/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.491, Loss: 1.067 Epoch 0 Batch 499/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.492, Loss: 1.085 Epoch 0 Batch 500/2154 - Train Accuracy: 0.470, Validation Accuracy: 0.494, Loss: 1.097 Epoch 0 Batch 501/2154 - Train Accuracy: 0.400, Validation Accuracy: 0.499, Loss: 1.147 Epoch 0 Batch 502/2154 - Train Accuracy: 0.500, Validation Accuracy: 0.502, Loss: 0.992 Epoch 0 Batch 503/2154 - Train Accuracy: 0.539, Validation Accuracy: 0.502, Loss: 1.029 Epoch 0 Batch 504/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.501, Loss: 1.127 Epoch 0 Batch 505/2154 - Train Accuracy: 0.497, Validation Accuracy: 0.499, Loss: 1.087 Epoch 0 Batch 506/2154 - Train Accuracy: 0.490, Validation Accuracy: 0.496, Loss: 1.096 Epoch 0 Batch 507/2154 - Train Accuracy: 0.534, Validation Accuracy: 0.493, Loss: 1.040 Epoch 0 Batch 508/2154 - Train Accuracy: 0.511, Validation Accuracy: 0.497, Loss: 1.048 Epoch 0 Batch 509/2154 - Train Accuracy: 0.486, Validation Accuracy: 0.500, Loss: 1.085 Epoch 0 Batch 510/2154 - Train Accuracy: 0.478, Validation Accuracy: 0.495, Loss: 1.107 Epoch 0 Batch 511/2154 - Train Accuracy: 0.494, Validation Accuracy: 0.494, Loss: 1.097 Epoch 0 Batch 512/2154 - Train Accuracy: 0.463, Validation Accuracy: 0.494, Loss: 1.065 Epoch 0 Batch 513/2154 - Train Accuracy: 0.475, Validation Accuracy: 0.496, Loss: 1.127 Epoch 0 Batch 514/2154 - Train Accuracy: 0.428, Validation Accuracy: 0.496, Loss: 1.126 Epoch 0 Batch 515/2154 - Train Accuracy: 0.483, Validation Accuracy: 0.494, Loss: 1.041 Epoch 0 Batch 516/2154 - Train Accuracy: 0.516, Validation Accuracy: 0.493, Loss: 1.062 Epoch 0 Batch 517/2154 - Train Accuracy: 0.438, Validation Accuracy: 0.492, Loss: 1.086 Epoch 0 Batch 518/2154 - Train Accuracy: 0.536, Validation Accuracy: 0.498, Loss: 0.961 Epoch 0 Batch 519/2154 - Train Accuracy: 0.449, Validation Accuracy: 0.499, Loss: 1.139 Epoch 0 Batch 520/2154 - Train Accuracy: 0.479, Validation Accuracy: 0.491, Loss: 1.018 Epoch 0 Batch 521/2154 - Train Accuracy: 0.424, Validation Accuracy: 0.498, Loss: 1.078 Epoch 0 Batch 522/2154 - Train Accuracy: 0.504, Validation Accuracy: 0.489, Loss: 0.997 Epoch 0 Batch 523/2154 - Train Accuracy: 0.517, Validation Accuracy: 0.489, Loss: 1.057 Epoch 0 Batch 524/2154 - Train Accuracy: 0.493, Validation Accuracy: 0.489, Loss: 1.042 Epoch 0 Batch 525/2154 - Train Accuracy: 0.513, Validation Accuracy: 0.494, Loss: 1.054 Epoch 0 Batch 526/2154 - Train Accuracy: 0.479, Validation Accuracy: 0.496, Loss: 1.025 Epoch 0 Batch 527/2154 - Train Accuracy: 0.506, Validation Accuracy: 0.493, Loss: 1.019 Epoch 0 Batch 528/2154 - Train Accuracy: 0.487, Validation Accuracy: 0.499, Loss: 0.989 Epoch 0 Batch 529/2154 - Train Accuracy: 0.505, Validation Accuracy: 0.504, Loss: 1.077 Epoch 0 Batch 530/2154 - Train Accuracy: 0.455, Validation Accuracy: 0.502, Loss: 1.056 Epoch 0 Batch 531/2154 - Train Accuracy: 0.445, Validation Accuracy: 0.511, Loss: 1.060 Epoch 0 Batch 532/2154 - Train Accuracy: 0.524, Validation Accuracy: 0.511, Loss: 0.991 Epoch 0 Batch 533/2154 - Train Accuracy: 0.479, Validation Accuracy: 0.505, Loss: 1.025 Epoch 0 Batch 534/2154 - Train Accuracy: 0.505, Validation Accuracy: 0.504, Loss: 1.032 Epoch 0 Batch 535/2154 - Train Accuracy: 0.482, Validation Accuracy: 0.502, Loss: 1.011 Epoch 0 Batch 536/2154 - Train Accuracy: 0.481, Validation Accuracy: 0.497, Loss: 0.992 Epoch 0 Batch 537/2154 - Train Accuracy: 0.499, Validation Accuracy: 0.499, Loss: 1.060 Epoch 0 Batch 538/2154 - Train Accuracy: 0.456, Validation Accuracy: 0.501, Loss: 1.080 Epoch 0 Batch 539/2154 - Train Accuracy: 0.452, Validation Accuracy: 0.504, Loss: 1.162 Epoch 0 Batch 540/2154 - Train Accuracy: 0.485, Validation Accuracy: 0.499, Loss: 1.090 Epoch 0 Batch 541/2154 - Train Accuracy: 0.450, Validation Accuracy: 0.500, Loss: 1.153 Epoch 0 Batch 542/2154 - Train Accuracy: 0.490, Validation Accuracy: 0.498, Loss: 1.066 Epoch 0 Batch 543/2154 - Train Accuracy: 0.464, Validation Accuracy: 0.500, Loss: 1.110 Epoch 0 Batch 544/2154 - Train Accuracy: 0.518, Validation Accuracy: 0.505, Loss: 0.980 Epoch 0 Batch 545/2154 - Train Accuracy: 0.447, Validation Accuracy: 0.502, Loss: 1.160 Epoch 0 Batch 546/2154 - Train Accuracy: 0.497, Validation Accuracy: 0.494, Loss: 1.026 Epoch 0 Batch 547/2154 - Train Accuracy: 0.542, Validation Accuracy: 0.504, Loss: 0.973 Epoch 0 Batch 548/2154 - Train Accuracy: 0.423, Validation Accuracy: 0.498, Loss: 1.119 Epoch 0 Batch 549/2154 - Train Accuracy: 0.468, Validation Accuracy: 0.498, Loss: 1.041 Epoch 0 Batch 550/2154 - Train Accuracy: 0.511, Validation Accuracy: 0.501, Loss: 1.034 Epoch 0 Batch 551/2154 - Train Accuracy: 0.441, Validation Accuracy: 0.501, Loss: 1.134 Epoch 0 Batch 552/2154 - Train Accuracy: 0.513, Validation Accuracy: 0.501, Loss: 0.919 Epoch 0 Batch 553/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.506, Loss: 1.109 Epoch 0 Batch 554/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.500, Loss: 1.053 Epoch 0 Batch 555/2154 - Train Accuracy: 0.460, Validation Accuracy: 0.478, Loss: 1.070 Epoch 0 Batch 556/2154 - Train Accuracy: 0.521, Validation Accuracy: 0.482, Loss: 0.934 Epoch 0 Batch 557/2154 - Train Accuracy: 0.507, Validation Accuracy: 0.483, Loss: 1.035 Epoch 0 Batch 558/2154 - Train Accuracy: 0.470, Validation Accuracy: 0.479, Loss: 1.101 Epoch 0 Batch 559/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.495, Loss: 1.089 Epoch 0 Batch 560/2154 - Train Accuracy: 0.479, Validation Accuracy: 0.499, Loss: 1.093 Epoch 0 Batch 561/2154 - Train Accuracy: 0.493, Validation Accuracy: 0.497, Loss: 1.111 Epoch 0 Batch 562/2154 - Train Accuracy: 0.527, Validation Accuracy: 0.499, Loss: 1.035 Epoch 0 Batch 563/2154 - Train Accuracy: 0.508, Validation Accuracy: 0.500, Loss: 1.119 Epoch 0 Batch 564/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.496, Loss: 1.057 Epoch 0 Batch 565/2154 - Train Accuracy: 0.489, Validation Accuracy: 0.492, Loss: 1.022 Epoch 0 Batch 566/2154 - Train Accuracy: 0.463, Validation Accuracy: 0.489, Loss: 1.091 Epoch 0 Batch 567/2154 - Train Accuracy: 0.520, Validation Accuracy: 0.494, Loss: 1.069 Epoch 0 Batch 568/2154 - Train Accuracy: 0.499, Validation Accuracy: 0.494, Loss: 1.007 Epoch 0 Batch 569/2154 - Train Accuracy: 0.468, Validation Accuracy: 0.495, Loss: 1.004 Epoch 0 Batch 570/2154 - Train Accuracy: 0.499, Validation Accuracy: 0.497, Loss: 1.098 Epoch 0 Batch 571/2154 - Train Accuracy: 0.548, Validation Accuracy: 0.503, Loss: 0.949 Epoch 0 Batch 572/2154 - Train Accuracy: 0.471, Validation Accuracy: 0.499, Loss: 1.084 Epoch 0 Batch 573/2154 - Train Accuracy: 0.507, Validation Accuracy: 0.505, Loss: 0.950 Epoch 0 Batch 574/2154 - Train Accuracy: 0.479, Validation Accuracy: 0.504, Loss: 0.997 Epoch 0 Batch 575/2154 - Train Accuracy: 0.501, Validation Accuracy: 0.504, Loss: 0.962 Epoch 0 Batch 576/2154 - Train Accuracy: 0.509, Validation Accuracy: 0.504, Loss: 0.980 Epoch 0 Batch 577/2154 - Train Accuracy: 0.520, Validation Accuracy: 0.506, Loss: 1.084 Epoch 0 Batch 578/2154 - Train Accuracy: 0.454, Validation Accuracy: 0.511, Loss: 1.034 Epoch 0 Batch 579/2154 - Train Accuracy: 0.512, Validation Accuracy: 0.509, Loss: 1.007 Epoch 0 Batch 580/2154 - Train Accuracy: 0.513, Validation Accuracy: 0.513, Loss: 0.994 Epoch 0 Batch 581/2154 - Train Accuracy: 0.506, Validation Accuracy: 0.513, Loss: 1.025 Epoch 0 Batch 582/2154 - Train Accuracy: 0.500, Validation Accuracy: 0.516, Loss: 1.013 Epoch 0 Batch 583/2154 - Train Accuracy: 0.521, Validation Accuracy: 0.516, Loss: 1.031 Epoch 0 Batch 584/2154 - Train Accuracy: 0.531, Validation Accuracy: 0.517, Loss: 0.986 Epoch 0 Batch 585/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.513, Loss: 0.962 Epoch 0 Batch 586/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.507, Loss: 1.053 Epoch 0 Batch 587/2154 - Train Accuracy: 0.447, Validation Accuracy: 0.513, Loss: 1.044 Epoch 0 Batch 588/2154 - Train Accuracy: 0.441, Validation Accuracy: 0.506, Loss: 1.069 Epoch 0 Batch 589/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.514, Loss: 1.059 Epoch 0 Batch 590/2154 - Train Accuracy: 0.553, Validation Accuracy: 0.513, Loss: 0.918 Epoch 0 Batch 591/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.516, Loss: 1.016 Epoch 0 Batch 592/2154 - Train Accuracy: 0.524, Validation Accuracy: 0.521, Loss: 1.102 Epoch 0 Batch 593/2154 - Train Accuracy: 0.516, Validation Accuracy: 0.513, Loss: 0.885 Epoch 0 Batch 594/2154 - Train Accuracy: 0.475, Validation Accuracy: 0.509, Loss: 1.068 Epoch 0 Batch 595/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.505, Loss: 1.038 Epoch 0 Batch 596/2154 - Train Accuracy: 0.432, Validation Accuracy: 0.509, Loss: 1.103 Epoch 0 Batch 597/2154 - Train Accuracy: 0.518, Validation Accuracy: 0.505, Loss: 0.990 Epoch 0 Batch 598/2154 - Train Accuracy: 0.474, Validation Accuracy: 0.505, Loss: 1.144 Epoch 0 Batch 599/2154 - Train Accuracy: 0.484, Validation Accuracy: 0.508, Loss: 0.984 Epoch 0 Batch 600/2154 - Train Accuracy: 0.508, Validation Accuracy: 0.508, Loss: 0.944 Epoch 0 Batch 601/2154 - Train Accuracy: 0.507, Validation Accuracy: 0.507, Loss: 0.976 Epoch 0 Batch 602/2154 - Train Accuracy: 0.461, Validation Accuracy: 0.528, Loss: 1.046 Epoch 0 Batch 603/2154 - Train Accuracy: 0.501, Validation Accuracy: 0.521, Loss: 1.016 Epoch 0 Batch 604/2154 - Train Accuracy: 0.525, Validation Accuracy: 0.528, Loss: 0.974 Epoch 0 Batch 605/2154 - Train Accuracy: 0.559, Validation Accuracy: 0.526, Loss: 0.983 Epoch 0 Batch 606/2154 - Train Accuracy: 0.574, Validation Accuracy: 0.523, Loss: 0.941 Epoch 0 Batch 607/2154 - Train Accuracy: 0.524, Validation Accuracy: 0.511, Loss: 0.966 Epoch 0 Batch 608/2154 - Train Accuracy: 0.473, Validation Accuracy: 0.514, Loss: 1.027 Epoch 0 Batch 609/2154 - Train Accuracy: 0.503, Validation Accuracy: 0.515, Loss: 0.983 Epoch 0 Batch 610/2154 - Train Accuracy: 0.516, Validation Accuracy: 0.507, Loss: 0.911 Epoch 0 Batch 611/2154 - Train Accuracy: 0.509, Validation Accuracy: 0.511, Loss: 1.042 Epoch 0 Batch 612/2154 - Train Accuracy: 0.516, Validation Accuracy: 0.513, Loss: 0.953 Epoch 0 Batch 613/2154 - Train Accuracy: 0.478, Validation Accuracy: 0.507, Loss: 0.962 Epoch 0 Batch 614/2154 - Train Accuracy: 0.512, Validation Accuracy: 0.513, Loss: 0.954 Epoch 0 Batch 615/2154 - Train Accuracy: 0.532, Validation Accuracy: 0.511, Loss: 0.932 Epoch 0 Batch 616/2154 - Train Accuracy: 0.458, Validation Accuracy: 0.514, Loss: 1.018 Epoch 0 Batch 617/2154 - Train Accuracy: 0.478, Validation Accuracy: 0.513, Loss: 0.973 Epoch 0 Batch 618/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.514, Loss: 1.172 Epoch 0 Batch 619/2154 - Train Accuracy: 0.465, Validation Accuracy: 0.518, Loss: 1.016 Epoch 0 Batch 620/2154 - Train Accuracy: 0.525, Validation Accuracy: 0.524, Loss: 0.920 Epoch 0 Batch 621/2154 - Train Accuracy: 0.462, Validation Accuracy: 0.521, Loss: 0.989 Epoch 0 Batch 622/2154 - Train Accuracy: 0.513, Validation Accuracy: 0.521, Loss: 0.975 Epoch 0 Batch 623/2154 - Train Accuracy: 0.525, Validation Accuracy: 0.518, Loss: 1.016 Epoch 0 Batch 624/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.518, Loss: 0.861 Epoch 0 Batch 625/2154 - Train Accuracy: 0.492, Validation Accuracy: 0.521, Loss: 1.027 Epoch 0 Batch 626/2154 - Train Accuracy: 0.534, Validation Accuracy: 0.516, Loss: 0.970 Epoch 0 Batch 627/2154 - Train Accuracy: 0.478, Validation Accuracy: 0.515, Loss: 1.004 Epoch 0 Batch 628/2154 - Train Accuracy: 0.488, Validation Accuracy: 0.518, Loss: 0.989 Epoch 0 Batch 629/2154 - Train Accuracy: 0.481, Validation Accuracy: 0.523, Loss: 1.007 Epoch 0 Batch 630/2154 - Train Accuracy: 0.511, Validation Accuracy: 0.531, Loss: 0.949 Epoch 0 Batch 631/2154 - Train Accuracy: 0.515, Validation Accuracy: 0.527, Loss: 0.867 Epoch 0 Batch 632/2154 - Train Accuracy: 0.461, Validation Accuracy: 0.521, Loss: 0.924 Epoch 0 Batch 633/2154 - Train Accuracy: 0.526, Validation Accuracy: 0.523, Loss: 0.970 Epoch 0 Batch 634/2154 - Train Accuracy: 0.539, Validation Accuracy: 0.529, Loss: 0.908 Epoch 0 Batch 635/2154 - Train Accuracy: 0.515, Validation Accuracy: 0.531, Loss: 1.060 Epoch 0 Batch 636/2154 - Train Accuracy: 0.526, Validation Accuracy: 0.531, Loss: 0.999 Epoch 0 Batch 637/2154 - Train Accuracy: 0.467, Validation Accuracy: 0.513, Loss: 0.971 Epoch 0 Batch 638/2154 - Train Accuracy: 0.464, Validation Accuracy: 0.523, Loss: 0.944 Epoch 0 Batch 639/2154 - Train Accuracy: 0.522, Validation Accuracy: 0.524, Loss: 1.009 Epoch 0 Batch 640/2154 - Train Accuracy: 0.467, Validation Accuracy: 0.539, Loss: 0.962 Epoch 0 Batch 641/2154 - Train Accuracy: 0.493, Validation Accuracy: 0.540, Loss: 0.990 Epoch 0 Batch 642/2154 - Train Accuracy: 0.565, Validation Accuracy: 0.539, Loss: 0.979 Epoch 0 Batch 643/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.533, Loss: 0.963 Epoch 0 Batch 644/2154 - Train Accuracy: 0.477, Validation Accuracy: 0.528, Loss: 0.941 Epoch 0 Batch 645/2154 - Train Accuracy: 0.499, Validation Accuracy: 0.530, Loss: 0.938 Epoch 0 Batch 646/2154 - Train Accuracy: 0.510, Validation Accuracy: 0.534, Loss: 0.905 Epoch 0 Batch 647/2154 - Train Accuracy: 0.486, Validation Accuracy: 0.535, Loss: 1.020 Epoch 0 Batch 648/2154 - Train Accuracy: 0.583, Validation Accuracy: 0.528, Loss: 0.887 Epoch 0 Batch 649/2154 - Train Accuracy: 0.466, Validation Accuracy: 0.531, Loss: 0.955 Epoch 0 Batch 650/2154 - Train Accuracy: 0.482, Validation Accuracy: 0.532, Loss: 0.986 Epoch 0 Batch 651/2154 - Train Accuracy: 0.533, Validation Accuracy: 0.536, Loss: 0.929 Epoch 0 Batch 652/2154 - Train Accuracy: 0.540, Validation Accuracy: 0.529, Loss: 0.993 Epoch 0 Batch 653/2154 - Train Accuracy: 0.519, Validation Accuracy: 0.528, Loss: 0.958 Epoch 0 Batch 654/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.520, Loss: 0.901 Epoch 0 Batch 655/2154 - Train Accuracy: 0.486, Validation Accuracy: 0.519, Loss: 0.989 Epoch 0 Batch 656/2154 - Train Accuracy: 0.477, Validation Accuracy: 0.517, Loss: 0.966 Epoch 0 Batch 657/2154 - Train Accuracy: 0.532, Validation Accuracy: 0.513, Loss: 1.014 Epoch 0 Batch 658/2154 - Train Accuracy: 0.534, Validation Accuracy: 0.518, Loss: 0.933 Epoch 0 Batch 659/2154 - Train Accuracy: 0.535, Validation Accuracy: 0.531, Loss: 0.932 Epoch 0 Batch 660/2154 - Train Accuracy: 0.458, Validation Accuracy: 0.537, Loss: 0.984 Epoch 0 Batch 661/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.538, Loss: 0.964 Epoch 0 Batch 662/2154 - Train Accuracy: 0.528, Validation Accuracy: 0.534, Loss: 0.959 Epoch 0 Batch 663/2154 - Train Accuracy: 0.481, Validation Accuracy: 0.526, Loss: 0.975 Epoch 0 Batch 664/2154 - Train Accuracy: 0.533, Validation Accuracy: 0.525, Loss: 0.911 Epoch 0 Batch 665/2154 - Train Accuracy: 0.498, Validation Accuracy: 0.533, Loss: 0.877 Epoch 0 Batch 666/2154 - Train Accuracy: 0.515, Validation Accuracy: 0.530, Loss: 0.868 Epoch 0 Batch 667/2154 - Train Accuracy: 0.509, Validation Accuracy: 0.526, Loss: 0.942 Epoch 0 Batch 668/2154 - Train Accuracy: 0.568, Validation Accuracy: 0.524, Loss: 0.919 Epoch 0 Batch 669/2154 - Train Accuracy: 0.514, Validation Accuracy: 0.524, Loss: 0.961 Epoch 0 Batch 670/2154 - Train Accuracy: 0.530, Validation Accuracy: 0.528, Loss: 0.979 Epoch 0 Batch 671/2154 - Train Accuracy: 0.551, Validation Accuracy: 0.521, Loss: 0.984 Epoch 0 Batch 672/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.512, Loss: 0.797 Epoch 0 Batch 673/2154 - Train Accuracy: 0.509, Validation Accuracy: 0.515, Loss: 0.967 Epoch 0 Batch 674/2154 - Train Accuracy: 0.584, Validation Accuracy: 0.516, Loss: 0.882 Epoch 0 Batch 675/2154 - Train Accuracy: 0.489, Validation Accuracy: 0.511, Loss: 0.912 Epoch 0 Batch 676/2154 - Train Accuracy: 0.497, Validation Accuracy: 0.522, Loss: 1.041 Epoch 0 Batch 677/2154 - Train Accuracy: 0.552, Validation Accuracy: 0.538, Loss: 0.962 Epoch 0 Batch 678/2154 - Train Accuracy: 0.518, Validation Accuracy: 0.528, Loss: 0.970 Epoch 0 Batch 679/2154 - Train Accuracy: 0.559, Validation Accuracy: 0.531, Loss: 0.884 Epoch 0 Batch 680/2154 - Train Accuracy: 0.524, Validation Accuracy: 0.534, Loss: 0.942 Epoch 0 Batch 681/2154 - Train Accuracy: 0.518, Validation Accuracy: 0.537, Loss: 0.919 Epoch 0 Batch 682/2154 - Train Accuracy: 0.493, Validation Accuracy: 0.544, Loss: 0.937 Epoch 0 Batch 683/2154 - Train Accuracy: 0.548, Validation Accuracy: 0.544, Loss: 0.881 Epoch 0 Batch 684/2154 - Train Accuracy: 0.507, Validation Accuracy: 0.529, Loss: 1.036 Epoch 0 Batch 685/2154 - Train Accuracy: 0.538, Validation Accuracy: 0.524, Loss: 0.873 Epoch 0 Batch 686/2154 - Train Accuracy: 0.538, Validation Accuracy: 0.528, Loss: 0.847 Epoch 0 Batch 687/2154 - Train Accuracy: 0.535, Validation Accuracy: 0.543, Loss: 0.952 Epoch 0 Batch 688/2154 - Train Accuracy: 0.540, Validation Accuracy: 0.559, Loss: 0.889 Epoch 0 Batch 689/2154 - Train Accuracy: 0.539, Validation Accuracy: 0.550, Loss: 0.910 Epoch 0 Batch 690/2154 - Train Accuracy: 0.492, Validation Accuracy: 0.542, Loss: 0.969 Epoch 0 Batch 691/2154 - Train Accuracy: 0.507, Validation Accuracy: 0.538, Loss: 0.903 Epoch 0 Batch 692/2154 - Train Accuracy: 0.564, Validation Accuracy: 0.530, Loss: 0.855 Epoch 0 Batch 693/2154 - Train Accuracy: 0.502, Validation Accuracy: 0.540, Loss: 0.929 Epoch 0 Batch 694/2154 - Train Accuracy: 0.541, Validation Accuracy: 0.538, Loss: 0.904 Epoch 0 Batch 695/2154 - Train Accuracy: 0.530, Validation Accuracy: 0.550, Loss: 0.939 Epoch 0 Batch 696/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.548, Loss: 0.831 Epoch 0 Batch 697/2154 - Train Accuracy: 0.566, Validation Accuracy: 0.541, Loss: 0.848 Epoch 0 Batch 698/2154 - Train Accuracy: 0.498, Validation Accuracy: 0.548, Loss: 0.919 Epoch 0 Batch 699/2154 - Train Accuracy: 0.528, Validation Accuracy: 0.541, Loss: 0.929 Epoch 0 Batch 700/2154 - Train Accuracy: 0.517, Validation Accuracy: 0.545, Loss: 0.904 Epoch 0 Batch 701/2154 - Train Accuracy: 0.521, Validation Accuracy: 0.550, Loss: 0.921 Epoch 0 Batch 702/2154 - Train Accuracy: 0.530, Validation Accuracy: 0.554, Loss: 0.932 Epoch 0 Batch 703/2154 - Train Accuracy: 0.550, Validation Accuracy: 0.553, Loss: 0.968 Epoch 0 Batch 704/2154 - Train Accuracy: 0.459, Validation Accuracy: 0.553, Loss: 0.940 Epoch 0 Batch 705/2154 - Train Accuracy: 0.508, Validation Accuracy: 0.548, Loss: 0.905 Epoch 0 Batch 706/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.545, Loss: 0.937 Epoch 0 Batch 707/2154 - Train Accuracy: 0.542, Validation Accuracy: 0.539, Loss: 0.960 Epoch 0 Batch 708/2154 - Train Accuracy: 0.524, Validation Accuracy: 0.552, Loss: 1.030 Epoch 0 Batch 709/2154 - Train Accuracy: 0.539, Validation Accuracy: 0.550, Loss: 0.934 Epoch 0 Batch 710/2154 - Train Accuracy: 0.544, Validation Accuracy: 0.548, Loss: 0.871 Epoch 0 Batch 711/2154 - Train Accuracy: 0.546, Validation Accuracy: 0.550, Loss: 0.930 Epoch 0 Batch 712/2154 - Train Accuracy: 0.536, Validation Accuracy: 0.548, Loss: 0.919 Epoch 0 Batch 713/2154 - Train Accuracy: 0.520, Validation Accuracy: 0.549, Loss: 0.921 Epoch 0 Batch 714/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.553, Loss: 0.970 Epoch 0 Batch 715/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.541, Loss: 0.868 Epoch 0 Batch 716/2154 - Train Accuracy: 0.547, Validation Accuracy: 0.544, Loss: 0.862 Epoch 0 Batch 717/2154 - Train Accuracy: 0.480, Validation Accuracy: 0.538, Loss: 0.959 Epoch 0 Batch 718/2154 - Train Accuracy: 0.502, Validation Accuracy: 0.540, Loss: 0.952 Epoch 0 Batch 719/2154 - Train Accuracy: 0.504, Validation Accuracy: 0.540, Loss: 0.881 Epoch 0 Batch 720/2154 - Train Accuracy: 0.561, Validation Accuracy: 0.555, Loss: 0.974 Epoch 0 Batch 721/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.564, Loss: 0.898 Epoch 0 Batch 722/2154 - Train Accuracy: 0.513, Validation Accuracy: 0.563, Loss: 0.946 Epoch 0 Batch 723/2154 - Train Accuracy: 0.593, Validation Accuracy: 0.562, Loss: 0.898 Epoch 0 Batch 724/2154 - Train Accuracy: 0.550, Validation Accuracy: 0.561, Loss: 0.965 Epoch 0 Batch 725/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.554, Loss: 0.873 Epoch 0 Batch 726/2154 - Train Accuracy: 0.476, Validation Accuracy: 0.545, Loss: 1.037 Epoch 0 Batch 727/2154 - Train Accuracy: 0.516, Validation Accuracy: 0.543, Loss: 0.915 Epoch 0 Batch 728/2154 - Train Accuracy: 0.534, Validation Accuracy: 0.543, Loss: 0.887 Epoch 0 Batch 729/2154 - Train Accuracy: 0.568, Validation Accuracy: 0.548, Loss: 0.858 Epoch 0 Batch 730/2154 - Train Accuracy: 0.564, Validation Accuracy: 0.553, Loss: 1.003 Epoch 0 Batch 731/2154 - Train Accuracy: 0.546, Validation Accuracy: 0.558, Loss: 0.884 Epoch 0 Batch 732/2154 - Train Accuracy: 0.526, Validation Accuracy: 0.555, Loss: 0.898 Epoch 0 Batch 733/2154 - Train Accuracy: 0.535, Validation Accuracy: 0.560, Loss: 0.904 Epoch 0 Batch 734/2154 - Train Accuracy: 0.548, Validation Accuracy: 0.553, Loss: 0.926 Epoch 0 Batch 735/2154 - Train Accuracy: 0.575, Validation Accuracy: 0.552, Loss: 0.812 Epoch 0 Batch 736/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.553, Loss: 0.827 Epoch 0 Batch 737/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.563, Loss: 0.896 Epoch 0 Batch 738/2154 - Train Accuracy: 0.575, Validation Accuracy: 0.565, Loss: 0.902 Epoch 0 Batch 739/2154 - Train Accuracy: 0.533, Validation Accuracy: 0.545, Loss: 0.871 Epoch 0 Batch 740/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.543, Loss: 0.865 Epoch 0 Batch 741/2154 - Train Accuracy: 0.575, Validation Accuracy: 0.545, Loss: 0.898 Epoch 0 Batch 742/2154 - Train Accuracy: 0.564, Validation Accuracy: 0.546, Loss: 0.811 Epoch 0 Batch 743/2154 - Train Accuracy: 0.554, Validation Accuracy: 0.545, Loss: 0.877 Epoch 0 Batch 744/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.549, Loss: 0.878 Epoch 0 Batch 745/2154 - Train Accuracy: 0.554, Validation Accuracy: 0.551, Loss: 0.896 Epoch 0 Batch 746/2154 - Train Accuracy: 0.548, Validation Accuracy: 0.560, Loss: 0.877 Epoch 0 Batch 747/2154 - Train Accuracy: 0.551, Validation Accuracy: 0.557, Loss: 0.911 Epoch 0 Batch 748/2154 - Train Accuracy: 0.615, Validation Accuracy: 0.554, Loss: 0.773 Epoch 0 Batch 749/2154 - Train Accuracy: 0.495, Validation Accuracy: 0.542, Loss: 0.894 Epoch 0 Batch 750/2154 - Train Accuracy: 0.524, Validation Accuracy: 0.547, Loss: 0.938 Epoch 0 Batch 751/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.546, Loss: 0.846 Epoch 0 Batch 752/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.547, Loss: 0.831 Epoch 0 Batch 753/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.544, Loss: 0.877 Epoch 0 Batch 754/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.557, Loss: 0.873 Epoch 0 Batch 755/2154 - Train Accuracy: 0.502, Validation Accuracy: 0.555, Loss: 0.972 Epoch 0 Batch 756/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.557, Loss: 0.841 Epoch 0 Batch 757/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.555, Loss: 0.863 Epoch 0 Batch 758/2154 - Train Accuracy: 0.543, Validation Accuracy: 0.563, Loss: 0.834 Epoch 0 Batch 759/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.562, Loss: 0.912 Epoch 0 Batch 760/2154 - Train Accuracy: 0.596, Validation Accuracy: 0.558, Loss: 0.919 Epoch 0 Batch 761/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.558, Loss: 0.852 Epoch 0 Batch 762/2154 - Train Accuracy: 0.536, Validation Accuracy: 0.555, Loss: 0.828 Epoch 0 Batch 763/2154 - Train Accuracy: 0.567, Validation Accuracy: 0.562, Loss: 0.905 Epoch 0 Batch 764/2154 - Train Accuracy: 0.530, Validation Accuracy: 0.542, Loss: 0.905 Epoch 0 Batch 765/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.543, Loss: 0.891 Epoch 0 Batch 766/2154 - Train Accuracy: 0.536, Validation Accuracy: 0.548, Loss: 0.888 Epoch 0 Batch 767/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.550, Loss: 0.842 Epoch 0 Batch 768/2154 - Train Accuracy: 0.553, Validation Accuracy: 0.553, Loss: 0.897 Epoch 0 Batch 769/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.557, Loss: 0.853 Epoch 0 Batch 770/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.565, Loss: 0.814 Epoch 0 Batch 771/2154 - Train Accuracy: 0.541, Validation Accuracy: 0.563, Loss: 0.915 Epoch 0 Batch 772/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.565, Loss: 0.801 Epoch 0 Batch 773/2154 - Train Accuracy: 0.535, Validation Accuracy: 0.564, Loss: 0.837 Epoch 0 Batch 774/2154 - Train Accuracy: 0.541, Validation Accuracy: 0.560, Loss: 0.920 Epoch 0 Batch 775/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.563, Loss: 0.880 Epoch 0 Batch 776/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.562, Loss: 0.826 Epoch 0 Batch 777/2154 - Train Accuracy: 0.550, Validation Accuracy: 0.565, Loss: 0.839 Epoch 0 Batch 778/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.567, Loss: 0.799 Epoch 0 Batch 779/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.558, Loss: 0.883 Epoch 0 Batch 780/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.562, Loss: 0.804 Epoch 0 Batch 781/2154 - Train Accuracy: 0.532, Validation Accuracy: 0.560, Loss: 0.874 Epoch 0 Batch 782/2154 - Train Accuracy: 0.571, Validation Accuracy: 0.565, Loss: 0.876 Epoch 0 Batch 783/2154 - Train Accuracy: 0.644, Validation Accuracy: 0.565, Loss: 0.791 Epoch 0 Batch 784/2154 - Train Accuracy: 0.488, Validation Accuracy: 0.564, Loss: 0.965 Epoch 0 Batch 785/2154 - Train Accuracy: 0.500, Validation Accuracy: 0.562, Loss: 0.912 Epoch 0 Batch 786/2154 - Train Accuracy: 0.545, Validation Accuracy: 0.560, Loss: 0.833 Epoch 0 Batch 787/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.564, Loss: 0.852 Epoch 0 Batch 788/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.573, Loss: 0.786 Epoch 0 Batch 789/2154 - Train Accuracy: 0.502, Validation Accuracy: 0.560, Loss: 0.929 Epoch 0 Batch 790/2154 - Train Accuracy: 0.541, Validation Accuracy: 0.561, Loss: 0.861 Epoch 0 Batch 791/2154 - Train Accuracy: 0.549, Validation Accuracy: 0.560, Loss: 0.812 Epoch 0 Batch 792/2154 - Train Accuracy: 0.565, Validation Accuracy: 0.561, Loss: 0.892 Epoch 0 Batch 793/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.557, Loss: 0.889 Epoch 0 Batch 794/2154 - Train Accuracy: 0.548, Validation Accuracy: 0.555, Loss: 0.849 Epoch 0 Batch 795/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.555, Loss: 0.794 Epoch 0 Batch 796/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.555, Loss: 0.917 Epoch 0 Batch 797/2154 - Train Accuracy: 0.592, Validation Accuracy: 0.563, Loss: 0.885 Epoch 0 Batch 798/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.565, Loss: 0.878 Epoch 0 Batch 799/2154 - Train Accuracy: 0.508, Validation Accuracy: 0.563, Loss: 0.954 Epoch 0 Batch 800/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.553, Loss: 0.887 Epoch 0 Batch 801/2154 - Train Accuracy: 0.552, Validation Accuracy: 0.560, Loss: 0.820 Epoch 0 Batch 802/2154 - Train Accuracy: 0.584, Validation Accuracy: 0.565, Loss: 0.864 Epoch 0 Batch 803/2154 - Train Accuracy: 0.610, Validation Accuracy: 0.573, Loss: 0.886 Epoch 0 Batch 804/2154 - Train Accuracy: 0.530, Validation Accuracy: 0.574, Loss: 0.838 Epoch 0 Batch 805/2154 - Train Accuracy: 0.559, Validation Accuracy: 0.572, Loss: 0.818 Epoch 0 Batch 806/2154 - Train Accuracy: 0.622, Validation Accuracy: 0.570, Loss: 0.787 Epoch 0 Batch 807/2154 - Train Accuracy: 0.547, Validation Accuracy: 0.570, Loss: 0.864 Epoch 0 Batch 808/2154 - Train Accuracy: 0.550, Validation Accuracy: 0.556, Loss: 0.880 Epoch 0 Batch 809/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.566, Loss: 0.807 Epoch 0 Batch 810/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.568, Loss: 0.804 Epoch 0 Batch 811/2154 - Train Accuracy: 0.560, Validation Accuracy: 0.563, Loss: 0.862 Epoch 0 Batch 812/2154 - Train Accuracy: 0.535, Validation Accuracy: 0.570, Loss: 0.888 Epoch 0 Batch 813/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.571, Loss: 0.768 Epoch 0 Batch 814/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.571, Loss: 0.887 Epoch 0 Batch 815/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.575, Loss: 0.885 Epoch 0 Batch 816/2154 - Train Accuracy: 0.541, Validation Accuracy: 0.562, Loss: 0.951 Epoch 0 Batch 817/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.550, Loss: 0.862 Epoch 0 Batch 818/2154 - Train Accuracy: 0.555, Validation Accuracy: 0.553, Loss: 0.789 Epoch 0 Batch 819/2154 - Train Accuracy: 0.557, Validation Accuracy: 0.551, Loss: 0.877 Epoch 0 Batch 820/2154 - Train Accuracy: 0.542, Validation Accuracy: 0.558, Loss: 0.873 Epoch 0 Batch 821/2154 - Train Accuracy: 0.549, Validation Accuracy: 0.558, Loss: 0.855 Epoch 0 Batch 822/2154 - Train Accuracy: 0.520, Validation Accuracy: 0.560, Loss: 0.878 Epoch 0 Batch 823/2154 - Train Accuracy: 0.615, Validation Accuracy: 0.560, Loss: 0.790 Epoch 0 Batch 824/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.560, Loss: 0.914 Epoch 0 Batch 825/2154 - Train Accuracy: 0.551, Validation Accuracy: 0.559, Loss: 0.818 Epoch 0 Batch 826/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.559, Loss: 0.829 Epoch 0 Batch 827/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.563, Loss: 0.850 Epoch 0 Batch 828/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.563, Loss: 0.826 Epoch 0 Batch 829/2154 - Train Accuracy: 0.531, Validation Accuracy: 0.557, Loss: 0.838 Epoch 0 Batch 830/2154 - Train Accuracy: 0.567, Validation Accuracy: 0.550, Loss: 0.885 Epoch 0 Batch 831/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.552, Loss: 0.810 Epoch 0 Batch 832/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.551, Loss: 0.806 Epoch 0 Batch 833/2154 - Train Accuracy: 0.555, Validation Accuracy: 0.553, Loss: 0.836 Epoch 0 Batch 834/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.560, Loss: 0.846 Epoch 0 Batch 835/2154 - Train Accuracy: 0.570, Validation Accuracy: 0.562, Loss: 0.837 Epoch 0 Batch 836/2154 - Train Accuracy: 0.564, Validation Accuracy: 0.561, Loss: 0.912 Epoch 0 Batch 837/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.560, Loss: 0.811 Epoch 0 Batch 838/2154 - Train Accuracy: 0.561, Validation Accuracy: 0.561, Loss: 0.775 Epoch 0 Batch 839/2154 - Train Accuracy: 0.567, Validation Accuracy: 0.557, Loss: 0.817 Epoch 0 Batch 840/2154 - Train Accuracy: 0.529, Validation Accuracy: 0.562, Loss: 0.861 Epoch 0 Batch 841/2154 - Train Accuracy: 0.584, Validation Accuracy: 0.561, Loss: 0.803 Epoch 0 Batch 842/2154 - Train Accuracy: 0.556, Validation Accuracy: 0.563, Loss: 0.826 Epoch 0 Batch 843/2154 - Train Accuracy: 0.553, Validation Accuracy: 0.565, Loss: 0.844 Epoch 0 Batch 844/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.567, Loss: 0.809 Epoch 0 Batch 845/2154 - Train Accuracy: 0.553, Validation Accuracy: 0.568, Loss: 0.896 Epoch 0 Batch 846/2154 - Train Accuracy: 0.531, Validation Accuracy: 0.556, Loss: 0.795 Epoch 0 Batch 847/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.550, Loss: 0.807 Epoch 0 Batch 848/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.551, Loss: 0.878 Epoch 0 Batch 849/2154 - Train Accuracy: 0.529, Validation Accuracy: 0.552, Loss: 0.906 Epoch 0 Batch 850/2154 - Train Accuracy: 0.542, Validation Accuracy: 0.544, Loss: 0.789 Epoch 0 Batch 851/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.545, Loss: 0.785 Epoch 0 Batch 852/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.537, Loss: 0.845 Epoch 0 Batch 853/2154 - Train Accuracy: 0.561, Validation Accuracy: 0.551, Loss: 0.856 Epoch 0 Batch 854/2154 - Train Accuracy: 0.525, Validation Accuracy: 0.553, Loss: 0.868 Epoch 0 Batch 855/2154 - Train Accuracy: 0.517, Validation Accuracy: 0.554, Loss: 0.872 Epoch 0 Batch 856/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.556, Loss: 0.791 Epoch 0 Batch 857/2154 - Train Accuracy: 0.594, Validation Accuracy: 0.548, Loss: 0.804 Epoch 0 Batch 858/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.556, Loss: 0.798 Epoch 0 Batch 859/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.560, Loss: 0.810 Epoch 0 Batch 860/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.553, Loss: 0.804 Epoch 0 Batch 861/2154 - Train Accuracy: 0.559, Validation Accuracy: 0.554, Loss: 0.799 Epoch 0 Batch 862/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.563, Loss: 0.783 Epoch 0 Batch 863/2154 - Train Accuracy: 0.555, Validation Accuracy: 0.553, Loss: 0.784 Epoch 0 Batch 864/2154 - Train Accuracy: 0.553, Validation Accuracy: 0.554, Loss: 0.788 Epoch 0 Batch 865/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.555, Loss: 0.822 Epoch 0 Batch 866/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.572, Loss: 0.849 Epoch 0 Batch 867/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.570, Loss: 0.821 Epoch 0 Batch 868/2154 - Train Accuracy: 0.570, Validation Accuracy: 0.566, Loss: 0.815 Epoch 0 Batch 869/2154 - Train Accuracy: 0.541, Validation Accuracy: 0.568, Loss: 0.788 Epoch 0 Batch 870/2154 - Train Accuracy: 0.542, Validation Accuracy: 0.569, Loss: 0.839 Epoch 0 Batch 871/2154 - Train Accuracy: 0.547, Validation Accuracy: 0.565, Loss: 0.883 Epoch 0 Batch 872/2154 - Train Accuracy: 0.610, Validation Accuracy: 0.555, Loss: 0.779 Epoch 0 Batch 873/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.565, Loss: 0.767 Epoch 0 Batch 874/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.569, Loss: 0.757 Epoch 0 Batch 875/2154 - Train Accuracy: 0.560, Validation Accuracy: 0.564, Loss: 0.842 Epoch 0 Batch 876/2154 - Train Accuracy: 0.509, Validation Accuracy: 0.562, Loss: 0.810 Epoch 0 Batch 877/2154 - Train Accuracy: 0.561, Validation Accuracy: 0.568, Loss: 0.816 Epoch 0 Batch 878/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.571, Loss: 0.760 Epoch 0 Batch 879/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.571, Loss: 0.796 Epoch 0 Batch 880/2154 - Train Accuracy: 0.545, Validation Accuracy: 0.567, Loss: 0.839 Epoch 0 Batch 881/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.570, Loss: 0.825 Epoch 0 Batch 882/2154 - Train Accuracy: 0.541, Validation Accuracy: 0.569, Loss: 0.867 Epoch 0 Batch 883/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.576, Loss: 0.805 Epoch 0 Batch 884/2154 - Train Accuracy: 0.502, Validation Accuracy: 0.570, Loss: 0.816 Epoch 0 Batch 885/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.572, Loss: 0.788 Epoch 0 Batch 886/2154 - Train Accuracy: 0.548, Validation Accuracy: 0.575, Loss: 0.766 Epoch 0 Batch 887/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.575, Loss: 0.756 Epoch 0 Batch 888/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.577, Loss: 0.861 Epoch 0 Batch 889/2154 - Train Accuracy: 0.552, Validation Accuracy: 0.575, Loss: 0.787 Epoch 0 Batch 890/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.572, Loss: 0.839 Epoch 0 Batch 891/2154 - Train Accuracy: 0.550, Validation Accuracy: 0.573, Loss: 0.881 Epoch 0 Batch 892/2154 - Train Accuracy: 0.530, Validation Accuracy: 0.574, Loss: 0.789 Epoch 0 Batch 893/2154 - Train Accuracy: 0.514, Validation Accuracy: 0.554, Loss: 0.789 Epoch 0 Batch 894/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.556, Loss: 0.739 Epoch 0 Batch 895/2154 - Train Accuracy: 0.539, Validation Accuracy: 0.558, Loss: 0.863 Epoch 0 Batch 896/2154 - Train Accuracy: 0.584, Validation Accuracy: 0.561, Loss: 0.792 Epoch 0 Batch 897/2154 - Train Accuracy: 0.560, Validation Accuracy: 0.562, Loss: 0.895 Epoch 0 Batch 898/2154 - Train Accuracy: 0.583, Validation Accuracy: 0.558, Loss: 0.792 Epoch 0 Batch 899/2154 - Train Accuracy: 0.531, Validation Accuracy: 0.556, Loss: 0.839 Epoch 0 Batch 900/2154 - Train Accuracy: 0.555, Validation Accuracy: 0.552, Loss: 0.877 Epoch 0 Batch 901/2154 - Train Accuracy: 0.574, Validation Accuracy: 0.550, Loss: 0.772 Epoch 0 Batch 902/2154 - Train Accuracy: 0.546, Validation Accuracy: 0.557, Loss: 0.841 Epoch 0 Batch 903/2154 - Train Accuracy: 0.574, Validation Accuracy: 0.556, Loss: 0.848 Epoch 0 Batch 904/2154 - Train Accuracy: 0.574, Validation Accuracy: 0.547, Loss: 0.775 Epoch 0 Batch 905/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.544, Loss: 0.748 Epoch 0 Batch 906/2154 - Train Accuracy: 0.565, Validation Accuracy: 0.553, Loss: 0.821 Epoch 0 Batch 907/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.553, Loss: 0.749 Epoch 0 Batch 908/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.555, Loss: 0.802 Epoch 0 Batch 909/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.556, Loss: 0.807 Epoch 0 Batch 910/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.558, Loss: 0.770 Epoch 0 Batch 911/2154 - Train Accuracy: 0.575, Validation Accuracy: 0.558, Loss: 0.732 Epoch 0 Batch 912/2154 - Train Accuracy: 0.545, Validation Accuracy: 0.546, Loss: 0.853 Epoch 0 Batch 913/2154 - Train Accuracy: 0.592, Validation Accuracy: 0.547, Loss: 0.809 Epoch 0 Batch 914/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.545, Loss: 0.834 Epoch 0 Batch 915/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.542, Loss: 0.728 Epoch 0 Batch 916/2154 - Train Accuracy: 0.558, Validation Accuracy: 0.555, Loss: 0.791 Epoch 0 Batch 917/2154 - Train Accuracy: 0.569, Validation Accuracy: 0.563, Loss: 0.777 Epoch 0 Batch 918/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.568, Loss: 0.811 Epoch 0 Batch 919/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.567, Loss: 0.807 Epoch 0 Batch 920/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.563, Loss: 0.739 Epoch 0 Batch 921/2154 - Train Accuracy: 0.520, Validation Accuracy: 0.564, Loss: 0.785 Epoch 0 Batch 922/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.566, Loss: 0.835 Epoch 0 Batch 923/2154 - Train Accuracy: 0.548, Validation Accuracy: 0.569, Loss: 0.803 Epoch 0 Batch 924/2154 - Train Accuracy: 0.598, Validation Accuracy: 0.572, Loss: 0.782 Epoch 0 Batch 925/2154 - Train Accuracy: 0.574, Validation Accuracy: 0.562, Loss: 0.720 Epoch 0 Batch 926/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.555, Loss: 0.836 Epoch 0 Batch 927/2154 - Train Accuracy: 0.547, Validation Accuracy: 0.555, Loss: 0.836 Epoch 0 Batch 928/2154 - Train Accuracy: 0.512, Validation Accuracy: 0.555, Loss: 0.798 Epoch 0 Batch 929/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.562, Loss: 0.794 Epoch 0 Batch 930/2154 - Train Accuracy: 0.615, Validation Accuracy: 0.564, Loss: 0.758 Epoch 0 Batch 931/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.575, Loss: 0.795 Epoch 0 Batch 932/2154 - Train Accuracy: 0.592, Validation Accuracy: 0.575, Loss: 0.830 Epoch 0 Batch 933/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.575, Loss: 0.748 Epoch 0 Batch 934/2154 - Train Accuracy: 0.568, Validation Accuracy: 0.571, Loss: 0.783 Epoch 0 Batch 935/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.561, Loss: 0.795 Epoch 0 Batch 936/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.560, Loss: 0.772 Epoch 0 Batch 937/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.565, Loss: 0.716 Epoch 0 Batch 938/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.562, Loss: 0.890 Epoch 0 Batch 939/2154 - Train Accuracy: 0.511, Validation Accuracy: 0.567, Loss: 0.805 Epoch 0 Batch 940/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.569, Loss: 0.768 Epoch 0 Batch 941/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.567, Loss: 0.833 Epoch 0 Batch 942/2154 - Train Accuracy: 0.529, Validation Accuracy: 0.570, Loss: 0.800 Epoch 0 Batch 943/2154 - Train Accuracy: 0.566, Validation Accuracy: 0.565, Loss: 0.798 Epoch 0 Batch 944/2154 - Train Accuracy: 0.593, Validation Accuracy: 0.568, Loss: 0.765 Epoch 0 Batch 945/2154 - Train Accuracy: 0.592, Validation Accuracy: 0.567, Loss: 0.744 Epoch 0 Batch 946/2154 - Train Accuracy: 0.563, Validation Accuracy: 0.572, Loss: 0.788 Epoch 0 Batch 947/2154 - Train Accuracy: 0.567, Validation Accuracy: 0.567, Loss: 0.794 Epoch 0 Batch 948/2154 - Train Accuracy: 0.568, Validation Accuracy: 0.558, Loss: 0.800 Epoch 0 Batch 949/2154 - Train Accuracy: 0.564, Validation Accuracy: 0.558, Loss: 0.784 Epoch 0 Batch 950/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.559, Loss: 0.793 Epoch 0 Batch 951/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.562, Loss: 0.731 Epoch 0 Batch 952/2154 - Train Accuracy: 0.570, Validation Accuracy: 0.562, Loss: 0.777 Epoch 0 Batch 953/2154 - Train Accuracy: 0.571, Validation Accuracy: 0.564, Loss: 0.756 Epoch 0 Batch 954/2154 - Train Accuracy: 0.549, Validation Accuracy: 0.564, Loss: 0.811 Epoch 0 Batch 955/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.572, Loss: 0.800 Epoch 0 Batch 956/2154 - Train Accuracy: 0.658, Validation Accuracy: 0.579, Loss: 0.753 Epoch 0 Batch 957/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.580, Loss: 0.852 Epoch 0 Batch 958/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.575, Loss: 0.775 Epoch 0 Batch 959/2154 - Train Accuracy: 0.589, Validation Accuracy: 0.576, Loss: 0.837 Epoch 0 Batch 960/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.571, Loss: 0.786 Epoch 0 Batch 961/2154 - Train Accuracy: 0.586, Validation Accuracy: 0.573, Loss: 0.755 Epoch 0 Batch 962/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.572, Loss: 0.789 Epoch 0 Batch 963/2154 - Train Accuracy: 0.584, Validation Accuracy: 0.570, Loss: 0.785 Epoch 0 Batch 964/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.565, Loss: 0.751 Epoch 0 Batch 965/2154 - Train Accuracy: 0.543, Validation Accuracy: 0.570, Loss: 0.906 Epoch 0 Batch 966/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.568, Loss: 0.790 Epoch 0 Batch 967/2154 - Train Accuracy: 0.569, Validation Accuracy: 0.576, Loss: 0.788 Epoch 0 Batch 968/2154 - Train Accuracy: 0.539, Validation Accuracy: 0.572, Loss: 0.767 Epoch 0 Batch 969/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.580, Loss: 0.772 Epoch 0 Batch 970/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.584, Loss: 0.776 Epoch 0 Batch 971/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.577, Loss: 0.781 Epoch 0 Batch 972/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.577, Loss: 0.727 Epoch 0 Batch 973/2154 - Train Accuracy: 0.599, Validation Accuracy: 0.565, Loss: 0.744 Epoch 0 Batch 974/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.562, Loss: 0.809 Epoch 0 Batch 975/2154 - Train Accuracy: 0.575, Validation Accuracy: 0.564, Loss: 0.768 Epoch 0 Batch 976/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.562, Loss: 0.790 Epoch 0 Batch 977/2154 - Train Accuracy: 0.547, Validation Accuracy: 0.565, Loss: 0.784 Epoch 0 Batch 978/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.567, Loss: 0.769 Epoch 0 Batch 979/2154 - Train Accuracy: 0.575, Validation Accuracy: 0.567, Loss: 0.742 Epoch 0 Batch 980/2154 - Train Accuracy: 0.594, Validation Accuracy: 0.572, Loss: 0.755 Epoch 0 Batch 981/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.579, Loss: 0.773 Epoch 0 Batch 982/2154 - Train Accuracy: 0.556, Validation Accuracy: 0.576, Loss: 0.785 Epoch 0 Batch 983/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.581, Loss: 0.707 Epoch 0 Batch 984/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.584, Loss: 0.797 Epoch 0 Batch 985/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.576, Loss: 0.790 Epoch 0 Batch 986/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.575, Loss: 0.790 Epoch 0 Batch 987/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.577, Loss: 0.745 Epoch 0 Batch 988/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.574, Loss: 0.726 Epoch 0 Batch 989/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.574, Loss: 0.732 Epoch 0 Batch 990/2154 - Train Accuracy: 0.567, Validation Accuracy: 0.576, Loss: 0.729 Epoch 0 Batch 991/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.567, Loss: 0.733 Epoch 0 Batch 992/2154 - Train Accuracy: 0.533, Validation Accuracy: 0.568, Loss: 0.776 Epoch 0 Batch 993/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.577, Loss: 0.793 Epoch 0 Batch 994/2154 - Train Accuracy: 0.566, Validation Accuracy: 0.565, Loss: 0.848 Epoch 0 Batch 995/2154 - Train Accuracy: 0.571, Validation Accuracy: 0.567, Loss: 0.771 Epoch 0 Batch 996/2154 - Train Accuracy: 0.518, Validation Accuracy: 0.570, Loss: 0.849 Epoch 0 Batch 997/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.570, Loss: 0.713 Epoch 0 Batch 998/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.572, Loss: 0.731 Epoch 0 Batch 999/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.578, Loss: 0.759 Epoch 0 Batch 1000/2154 - Train Accuracy: 0.541, Validation Accuracy: 0.572, Loss: 0.737 Epoch 0 Batch 1001/2154 - Train Accuracy: 0.569, Validation Accuracy: 0.570, Loss: 0.744 Epoch 0 Batch 1002/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.569, Loss: 0.767 Epoch 0 Batch 1003/2154 - Train Accuracy: 0.552, Validation Accuracy: 0.572, Loss: 0.769 Epoch 0 Batch 1004/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.564, Loss: 0.749 Epoch 0 Batch 1005/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.561, Loss: 0.731 Epoch 0 Batch 1006/2154 - Train Accuracy: 0.559, Validation Accuracy: 0.570, Loss: 0.759 Epoch 0 Batch 1007/2154 - Train Accuracy: 0.568, Validation Accuracy: 0.574, Loss: 0.739 Epoch 0 Batch 1008/2154 - Train Accuracy: 0.631, Validation Accuracy: 0.572, Loss: 0.749 Epoch 0 Batch 1009/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.572, Loss: 0.751 Epoch 0 Batch 1010/2154 - Train Accuracy: 0.540, Validation Accuracy: 0.572, Loss: 0.725 Epoch 0 Batch 1011/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.577, Loss: 0.754 Epoch 0 Batch 1012/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.577, Loss: 0.684 Epoch 0 Batch 1013/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.575, Loss: 0.714 Epoch 0 Batch 1014/2154 - Train Accuracy: 0.550, Validation Accuracy: 0.587, Loss: 0.755 Epoch 0 Batch 1015/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.585, Loss: 0.765 Epoch 0 Batch 1016/2154 - Train Accuracy: 0.553, Validation Accuracy: 0.585, Loss: 0.753 Epoch 0 Batch 1017/2154 - Train Accuracy: 0.596, Validation Accuracy: 0.585, Loss: 0.722 Epoch 0 Batch 1018/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.573, Loss: 0.784 Epoch 0 Batch 1019/2154 - Train Accuracy: 0.558, Validation Accuracy: 0.575, Loss: 0.791 Epoch 0 Batch 1020/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.589, Loss: 0.734 Epoch 0 Batch 1021/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.580, Loss: 0.791 Epoch 0 Batch 1022/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.573, Loss: 0.689 Epoch 0 Batch 1023/2154 - Train Accuracy: 0.586, Validation Accuracy: 0.572, Loss: 0.741 Epoch 0 Batch 1024/2154 - Train Accuracy: 0.589, Validation Accuracy: 0.570, Loss: 0.827 Epoch 0 Batch 1025/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.582, Loss: 0.747 Epoch 0 Batch 1026/2154 - Train Accuracy: 0.556, Validation Accuracy: 0.581, Loss: 0.852 Epoch 0 Batch 1027/2154 - Train Accuracy: 0.570, Validation Accuracy: 0.585, Loss: 0.722 Epoch 0 Batch 1028/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.584, Loss: 0.775 Epoch 0 Batch 1029/2154 - Train Accuracy: 0.560, Validation Accuracy: 0.585, Loss: 0.758 Epoch 0 Batch 1030/2154 - Train Accuracy: 0.537, Validation Accuracy: 0.588, Loss: 0.796 Epoch 0 Batch 1031/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.594, Loss: 0.806 Epoch 0 Batch 1032/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.592, Loss: 0.731 Epoch 0 Batch 1033/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.597, Loss: 0.687 Epoch 0 Batch 1034/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.587, Loss: 0.770 Epoch 0 Batch 1035/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.600, Loss: 0.742 Epoch 0 Batch 1036/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.594, Loss: 0.818 Epoch 0 Batch 1037/2154 - Train Accuracy: 0.586, Validation Accuracy: 0.587, Loss: 0.738 Epoch 0 Batch 1038/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.587, Loss: 0.705 Epoch 0 Batch 1039/2154 - Train Accuracy: 0.548, Validation Accuracy: 0.585, Loss: 0.789 Epoch 0 Batch 1040/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.583, Loss: 0.737 Epoch 0 Batch 1041/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.594, Loss: 0.712 Epoch 0 Batch 1042/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.596, Loss: 0.720 Epoch 0 Batch 1043/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.600, Loss: 0.709 Epoch 0 Batch 1044/2154 - Train Accuracy: 0.596, Validation Accuracy: 0.598, Loss: 0.781 Epoch 0 Batch 1045/2154 - Train Accuracy: 0.552, Validation Accuracy: 0.594, Loss: 0.825 Epoch 0 Batch 1046/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.596, Loss: 0.762 Epoch 0 Batch 1047/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.587, Loss: 0.755 Epoch 0 Batch 1048/2154 - Train Accuracy: 0.568, Validation Accuracy: 0.597, Loss: 0.766 Epoch 0 Batch 1049/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.595, Loss: 0.758 Epoch 0 Batch 1050/2154 - Train Accuracy: 0.547, Validation Accuracy: 0.600, Loss: 0.799 Epoch 0 Batch 1051/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.602, Loss: 0.719 Epoch 0 Batch 1052/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.597, Loss: 0.736 Epoch 0 Batch 1053/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.589, Loss: 0.739 Epoch 0 Batch 1054/2154 - Train Accuracy: 0.552, Validation Accuracy: 0.591, Loss: 0.746 Epoch 0 Batch 1055/2154 - Train Accuracy: 0.589, Validation Accuracy: 0.592, Loss: 0.709 Epoch 0 Batch 1056/2154 - Train Accuracy: 0.570, Validation Accuracy: 0.584, Loss: 0.810 Epoch 0 Batch 1057/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.578, Loss: 0.728 Epoch 0 Batch 1058/2154 - Train Accuracy: 0.592, Validation Accuracy: 0.575, Loss: 0.696 Epoch 0 Batch 1059/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.581, Loss: 0.709 Epoch 0 Batch 1060/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.579, Loss: 0.746 Epoch 0 Batch 1061/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.577, Loss: 0.751 Epoch 0 Batch 1062/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.572, Loss: 0.722 Epoch 0 Batch 1063/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.579, Loss: 0.765 Epoch 0 Batch 1064/2154 - Train Accuracy: 0.554, Validation Accuracy: 0.582, Loss: 0.712 Epoch 0 Batch 1065/2154 - Train Accuracy: 0.525, Validation Accuracy: 0.582, Loss: 0.764 Epoch 0 Batch 1066/2154 - Train Accuracy: 0.560, Validation Accuracy: 0.582, Loss: 0.775 Epoch 0 Batch 1067/2154 - Train Accuracy: 0.593, Validation Accuracy: 0.567, Loss: 0.793 Epoch 0 Batch 1068/2154 - Train Accuracy: 0.599, Validation Accuracy: 0.577, Loss: 0.787 Epoch 0 Batch 1069/2154 - Train Accuracy: 0.610, Validation Accuracy: 0.576, Loss: 0.745 Epoch 0 Batch 1070/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.579, Loss: 0.723 Epoch 0 Batch 1071/2154 - Train Accuracy: 0.568, Validation Accuracy: 0.582, Loss: 0.746 Epoch 0 Batch 1072/2154 - Train Accuracy: 0.589, Validation Accuracy: 0.582, Loss: 0.739 Epoch 0 Batch 1073/2154 - Train Accuracy: 0.571, Validation Accuracy: 0.582, Loss: 0.724 Epoch 0 Batch 1074/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.579, Loss: 0.727 Epoch 0 Batch 1075/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.581, Loss: 0.697 Epoch 0 Batch 1076/2154 - Train Accuracy: 0.565, Validation Accuracy: 0.582, Loss: 0.777 Epoch 0 Batch 1077/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.588, Loss: 0.624 Epoch 0 Batch 1078/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.585, Loss: 0.738 Epoch 0 Batch 1079/2154 - Train Accuracy: 0.599, Validation Accuracy: 0.590, Loss: 0.778 Epoch 0 Batch 1080/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.581, Loss: 0.720 Epoch 0 Batch 1081/2154 - Train Accuracy: 0.545, Validation Accuracy: 0.578, Loss: 0.712 Epoch 0 Batch 1082/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.572, Loss: 0.671 Epoch 0 Batch 1083/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.569, Loss: 0.725 Epoch 0 Batch 1084/2154 - Train Accuracy: 0.598, Validation Accuracy: 0.564, Loss: 0.719 Epoch 0 Batch 1085/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.573, Loss: 0.697 Epoch 0 Batch 1086/2154 - Train Accuracy: 0.558, Validation Accuracy: 0.579, Loss: 0.763 Epoch 0 Batch 1087/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.577, Loss: 0.755 Epoch 0 Batch 1088/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.579, Loss: 0.718 Epoch 0 Batch 1089/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.588, Loss: 0.710 Epoch 0 Batch 1090/2154 - Train Accuracy: 0.593, Validation Accuracy: 0.587, Loss: 0.756 Epoch 0 Batch 1091/2154 - Train Accuracy: 0.553, Validation Accuracy: 0.584, Loss: 0.795 Epoch 0 Batch 1092/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.595, Loss: 0.754 Epoch 0 Batch 1093/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.584, Loss: 0.789 Epoch 0 Batch 1094/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.587, Loss: 0.746 Epoch 0 Batch 1095/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.581, Loss: 0.698 Epoch 0 Batch 1096/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.585, Loss: 0.778 Epoch 0 Batch 1097/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.585, Loss: 0.773 Epoch 0 Batch 1098/2154 - Train Accuracy: 0.566, Validation Accuracy: 0.581, Loss: 0.736 Epoch 0 Batch 1099/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.575, Loss: 0.773 Epoch 0 Batch 1100/2154 - Train Accuracy: 0.537, Validation Accuracy: 0.585, Loss: 0.750 Epoch 0 Batch 1101/2154 - Train Accuracy: 0.599, Validation Accuracy: 0.584, Loss: 0.742 Epoch 0 Batch 1102/2154 - Train Accuracy: 0.528, Validation Accuracy: 0.581, Loss: 0.792 Epoch 0 Batch 1103/2154 - Train Accuracy: 0.559, Validation Accuracy: 0.591, Loss: 0.741 Epoch 0 Batch 1104/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.591, Loss: 0.738 Epoch 0 Batch 1105/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.589, Loss: 0.701 Epoch 0 Batch 1106/2154 - Train Accuracy: 0.584, Validation Accuracy: 0.589, Loss: 0.812 Epoch 0 Batch 1107/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.596, Loss: 0.674 Epoch 0 Batch 1108/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.593, Loss: 0.809 Epoch 0 Batch 1109/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.591, Loss: 0.700 Epoch 0 Batch 1110/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.588, Loss: 0.753 Epoch 0 Batch 1111/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.580, Loss: 0.774 Epoch 0 Batch 1112/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.581, Loss: 0.650 Epoch 0 Batch 1113/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.587, Loss: 0.702 Epoch 0 Batch 1114/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.587, Loss: 0.725 Epoch 0 Batch 1115/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.589, Loss: 0.765 Epoch 0 Batch 1116/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.597, Loss: 0.752 Epoch 0 Batch 1117/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.597, Loss: 0.743 Epoch 0 Batch 1118/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.590, Loss: 0.701 Epoch 0 Batch 1119/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.588, Loss: 0.746 Epoch 0 Batch 1120/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.594, Loss: 0.695 Epoch 0 Batch 1121/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.599, Loss: 0.758 Epoch 0 Batch 1122/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.601, Loss: 0.643 Epoch 0 Batch 1123/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.602, Loss: 0.681 Epoch 0 Batch 1124/2154 - Train Accuracy: 0.614, Validation Accuracy: 0.589, Loss: 0.705 Epoch 0 Batch 1125/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.594, Loss: 0.728 Epoch 0 Batch 1126/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.592, Loss: 0.678 Epoch 0 Batch 1127/2154 - Train Accuracy: 0.542, Validation Accuracy: 0.592, Loss: 0.764 Epoch 0 Batch 1128/2154 - Train Accuracy: 0.575, Validation Accuracy: 0.590, Loss: 0.752 Epoch 0 Batch 1129/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.577, Loss: 0.778 Epoch 0 Batch 1130/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.584, Loss: 0.805 Epoch 0 Batch 1131/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.597, Loss: 0.756 Epoch 0 Batch 1132/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.596, Loss: 0.669 Epoch 0 Batch 1133/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.582, Loss: 0.740 Epoch 0 Batch 1134/2154 - Train Accuracy: 0.567, Validation Accuracy: 0.583, Loss: 0.773 Epoch 0 Batch 1135/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.582, Loss: 0.696 Epoch 0 Batch 1136/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.597, Loss: 0.705 Epoch 0 Batch 1137/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.602, Loss: 0.718 Epoch 0 Batch 1138/2154 - Train Accuracy: 0.592, Validation Accuracy: 0.596, Loss: 0.702 Epoch 0 Batch 1139/2154 - Train Accuracy: 0.626, Validation Accuracy: 0.583, Loss: 0.671 Epoch 0 Batch 1140/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.582, Loss: 0.703 Epoch 0 Batch 1141/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.585, Loss: 0.738 Epoch 0 Batch 1142/2154 - Train Accuracy: 0.589, Validation Accuracy: 0.573, Loss: 0.763 Epoch 0 Batch 1143/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.572, Loss: 0.705 Epoch 0 Batch 1144/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.575, Loss: 0.682 Epoch 0 Batch 1145/2154 - Train Accuracy: 0.522, Validation Accuracy: 0.578, Loss: 0.768 Epoch 0 Batch 1146/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.581, Loss: 0.626 Epoch 0 Batch 1147/2154 - Train Accuracy: 0.592, Validation Accuracy: 0.587, Loss: 0.704 Epoch 0 Batch 1148/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.585, Loss: 0.748 Epoch 0 Batch 1149/2154 - Train Accuracy: 0.586, Validation Accuracy: 0.595, Loss: 0.752 Epoch 0 Batch 1150/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.589, Loss: 0.723 Epoch 0 Batch 1151/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.591, Loss: 0.744 Epoch 0 Batch 1152/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.592, Loss: 0.711 Epoch 0 Batch 1153/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.592, Loss: 0.725 Epoch 0 Batch 1154/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.599, Loss: 0.705 Epoch 0 Batch 1155/2154 - Train Accuracy: 0.552, Validation Accuracy: 0.597, Loss: 0.733 Epoch 0 Batch 1156/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.597, Loss: 0.761 Epoch 0 Batch 1157/2154 - Train Accuracy: 0.569, Validation Accuracy: 0.588, Loss: 0.730 Epoch 0 Batch 1158/2154 - Train Accuracy: 0.544, Validation Accuracy: 0.593, Loss: 0.794 Epoch 0 Batch 1159/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.604, Loss: 0.678 Epoch 0 Batch 1160/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.601, Loss: 0.692 Epoch 0 Batch 1161/2154 - Train Accuracy: 0.679, Validation Accuracy: 0.599, Loss: 0.669 Epoch 0 Batch 1162/2154 - Train Accuracy: 0.596, Validation Accuracy: 0.600, Loss: 0.661 Epoch 0 Batch 1163/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.602, Loss: 0.691 Epoch 0 Batch 1164/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.594, Loss: 0.760 Epoch 0 Batch 1165/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.594, Loss: 0.743 Epoch 0 Batch 1166/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.599, Loss: 0.678 Epoch 0 Batch 1167/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.601, Loss: 0.711 Epoch 0 Batch 1168/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.603, Loss: 0.763 Epoch 0 Batch 1169/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.606, Loss: 0.805 Epoch 0 Batch 1170/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.597, Loss: 0.698 Epoch 0 Batch 1171/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.592, Loss: 0.640 Epoch 0 Batch 1172/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.592, Loss: 0.679 Epoch 0 Batch 1173/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.597, Loss: 0.705 Epoch 0 Batch 1174/2154 - Train Accuracy: 0.531, Validation Accuracy: 0.599, Loss: 0.795 Epoch 0 Batch 1175/2154 - Train Accuracy: 0.566, Validation Accuracy: 0.607, Loss: 0.727 Epoch 0 Batch 1176/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.605, Loss: 0.655 Epoch 0 Batch 1177/2154 - Train Accuracy: 0.586, Validation Accuracy: 0.597, Loss: 0.754 Epoch 0 Batch 1178/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.582, Loss: 0.676 Epoch 0 Batch 1179/2154 - Train Accuracy: 0.614, Validation Accuracy: 0.580, Loss: 0.708 Epoch 0 Batch 1180/2154 - Train Accuracy: 0.530, Validation Accuracy: 0.581, Loss: 0.739 Epoch 0 Batch 1181/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.583, Loss: 0.729 Epoch 0 Batch 1182/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.585, Loss: 0.694 Epoch 0 Batch 1183/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.582, Loss: 0.678 Epoch 0 Batch 1184/2154 - Train Accuracy: 0.569, Validation Accuracy: 0.586, Loss: 0.724 Epoch 0 Batch 1185/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.583, Loss: 0.733 Epoch 0 Batch 1186/2154 - Train Accuracy: 0.592, Validation Accuracy: 0.585, Loss: 0.737 Epoch 0 Batch 1187/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.586, Loss: 0.661 Epoch 0 Batch 1188/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.599, Loss: 0.680 Epoch 0 Batch 1189/2154 - Train Accuracy: 0.583, Validation Accuracy: 0.603, Loss: 0.737 Epoch 0 Batch 1190/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.606, Loss: 0.702 Epoch 0 Batch 1191/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.599, Loss: 0.702 Epoch 0 Batch 1192/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.598, Loss: 0.748 Epoch 0 Batch 1193/2154 - Train Accuracy: 0.593, Validation Accuracy: 0.591, Loss: 0.731 Epoch 0 Batch 1194/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.594, Loss: 0.716 Epoch 0 Batch 1195/2154 - Train Accuracy: 0.589, Validation Accuracy: 0.598, Loss: 0.695 Epoch 0 Batch 1196/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.599, Loss: 0.711 Epoch 0 Batch 1197/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.600, Loss: 0.718 Epoch 0 Batch 1198/2154 - Train Accuracy: 0.571, Validation Accuracy: 0.593, Loss: 0.676 Epoch 0 Batch 1199/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.592, Loss: 0.722 Epoch 0 Batch 1200/2154 - Train Accuracy: 0.557, Validation Accuracy: 0.587, Loss: 0.816 Epoch 0 Batch 1201/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.584, Loss: 0.652 Epoch 0 Batch 1202/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.586, Loss: 0.675 Epoch 0 Batch 1203/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.597, Loss: 0.667 Epoch 0 Batch 1204/2154 - Train Accuracy: 0.598, Validation Accuracy: 0.603, Loss: 0.754 Epoch 0 Batch 1205/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.601, Loss: 0.777 Epoch 0 Batch 1206/2154 - Train Accuracy: 0.676, Validation Accuracy: 0.601, Loss: 0.648 Epoch 0 Batch 1207/2154 - Train Accuracy: 0.614, Validation Accuracy: 0.594, Loss: 0.704 Epoch 0 Batch 1208/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.594, Loss: 0.709 Epoch 0 Batch 1209/2154 - Train Accuracy: 0.556, Validation Accuracy: 0.592, Loss: 0.763 Epoch 0 Batch 1210/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.592, Loss: 0.683 Epoch 0 Batch 1211/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.591, Loss: 0.727 Epoch 0 Batch 1212/2154 - Train Accuracy: 0.631, Validation Accuracy: 0.594, Loss: 0.789 Epoch 0 Batch 1213/2154 - Train Accuracy: 0.668, Validation Accuracy: 0.597, Loss: 0.675 Epoch 0 Batch 1214/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.599, Loss: 0.647 Epoch 0 Batch 1215/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.602, Loss: 0.737 Epoch 0 Batch 1216/2154 - Train Accuracy: 0.668, Validation Accuracy: 0.593, Loss: 0.694 Epoch 0 Batch 1217/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.592, Loss: 0.747 Epoch 0 Batch 1218/2154 - Train Accuracy: 0.575, Validation Accuracy: 0.589, Loss: 0.749 Epoch 0 Batch 1219/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.584, Loss: 0.722 Epoch 0 Batch 1220/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.583, Loss: 0.676 Epoch 0 Batch 1221/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.586, Loss: 0.750 Epoch 0 Batch 1222/2154 - Train Accuracy: 0.594, Validation Accuracy: 0.591, Loss: 0.705 Epoch 0 Batch 1223/2154 - Train Accuracy: 0.523, Validation Accuracy: 0.594, Loss: 0.686 Epoch 0 Batch 1224/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.591, Loss: 0.675 Epoch 0 Batch 1225/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.589, Loss: 0.644 Epoch 0 Batch 1226/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.591, Loss: 0.668 Epoch 0 Batch 1227/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.589, Loss: 0.743 Epoch 0 Batch 1228/2154 - Train Accuracy: 0.571, Validation Accuracy: 0.592, Loss: 0.696 Epoch 0 Batch 1229/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.594, Loss: 0.690 Epoch 0 Batch 1230/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.594, Loss: 0.692 Epoch 0 Batch 1231/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.596, Loss: 0.685 Epoch 0 Batch 1232/2154 - Train Accuracy: 0.631, Validation Accuracy: 0.592, Loss: 0.714 Epoch 0 Batch 1233/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.599, Loss: 0.723 Epoch 0 Batch 1234/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.592, Loss: 0.697 Epoch 0 Batch 1235/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.597, Loss: 0.684 Epoch 0 Batch 1236/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.596, Loss: 0.711 Epoch 0 Batch 1237/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.597, Loss: 0.686 Epoch 0 Batch 1238/2154 - Train Accuracy: 0.615, Validation Accuracy: 0.594, Loss: 0.652 Epoch 0 Batch 1239/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.599, Loss: 0.726 Epoch 0 Batch 1240/2154 - Train Accuracy: 0.564, Validation Accuracy: 0.596, Loss: 0.719 Epoch 0 Batch 1241/2154 - Train Accuracy: 0.584, Validation Accuracy: 0.597, Loss: 0.655 Epoch 0 Batch 1242/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.592, Loss: 0.669 Epoch 0 Batch 1243/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.598, Loss: 0.647 Epoch 0 Batch 1244/2154 - Train Accuracy: 0.561, Validation Accuracy: 0.597, Loss: 0.715 Epoch 0 Batch 1245/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.594, Loss: 0.710 Epoch 0 Batch 1246/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.595, Loss: 0.752 Epoch 0 Batch 1247/2154 - Train Accuracy: 0.563, Validation Accuracy: 0.595, Loss: 0.708 Epoch 0 Batch 1248/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.596, Loss: 0.691 Epoch 0 Batch 1249/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.596, Loss: 0.706 Epoch 0 Batch 1250/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.597, Loss: 0.662 Epoch 0 Batch 1251/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.596, Loss: 0.690 Epoch 0 Batch 1252/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.594, Loss: 0.692 Epoch 0 Batch 1253/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.600, Loss: 0.608 Epoch 0 Batch 1254/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.596, Loss: 0.695 Epoch 0 Batch 1255/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.600, Loss: 0.729 Epoch 0 Batch 1256/2154 - Train Accuracy: 0.622, Validation Accuracy: 0.600, Loss: 0.696 Epoch 0 Batch 1257/2154 - Train Accuracy: 0.598, Validation Accuracy: 0.599, Loss: 0.685 Epoch 0 Batch 1258/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.599, Loss: 0.795 Epoch 0 Batch 1259/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.599, Loss: 0.677 Epoch 0 Batch 1260/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.601, Loss: 0.754 Epoch 0 Batch 1261/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.601, Loss: 0.694 Epoch 0 Batch 1262/2154 - Train Accuracy: 0.626, Validation Accuracy: 0.599, Loss: 0.644 Epoch 0 Batch 1263/2154 - Train Accuracy: 0.568, Validation Accuracy: 0.599, Loss: 0.641 Epoch 0 Batch 1264/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.601, Loss: 0.718 Epoch 0 Batch 1265/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.601, Loss: 0.714 Epoch 0 Batch 1266/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.598, Loss: 0.670 Epoch 0 Batch 1267/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.597, Loss: 0.677 Epoch 0 Batch 1268/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.592, Loss: 0.717 Epoch 0 Batch 1269/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.598, Loss: 0.693 Epoch 0 Batch 1270/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.599, Loss: 0.643 Epoch 0 Batch 1271/2154 - Train Accuracy: 0.574, Validation Accuracy: 0.597, Loss: 0.695 Epoch 0 Batch 1272/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.597, Loss: 0.767 Epoch 0 Batch 1273/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.599, Loss: 0.704 Epoch 0 Batch 1274/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.601, Loss: 0.643 Epoch 0 Batch 1275/2154 - Train Accuracy: 0.589, Validation Accuracy: 0.599, Loss: 0.743 Epoch 0 Batch 1276/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.599, Loss: 0.648 Epoch 0 Batch 1277/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.596, Loss: 0.687 Epoch 0 Batch 1278/2154 - Train Accuracy: 0.543, Validation Accuracy: 0.602, Loss: 0.700 Epoch 0 Batch 1279/2154 - Train Accuracy: 0.643, Validation Accuracy: 0.607, Loss: 0.663 Epoch 0 Batch 1280/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.599, Loss: 0.762 Epoch 0 Batch 1281/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.597, Loss: 0.622 Epoch 0 Batch 1282/2154 - Train Accuracy: 0.563, Validation Accuracy: 0.598, Loss: 0.708 Epoch 0 Batch 1283/2154 - Train Accuracy: 0.599, Validation Accuracy: 0.603, Loss: 0.685 Epoch 0 Batch 1284/2154 - Train Accuracy: 0.559, Validation Accuracy: 0.599, Loss: 0.697 Epoch 0 Batch 1285/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.598, Loss: 0.736 Epoch 0 Batch 1286/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.599, Loss: 0.616 Epoch 0 Batch 1287/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.590, Loss: 0.669 Epoch 0 Batch 1288/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.590, Loss: 0.640 Epoch 0 Batch 1289/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.601, Loss: 0.703 Epoch 0 Batch 1290/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.595, Loss: 0.666 Epoch 0 Batch 1291/2154 - Train Accuracy: 0.626, Validation Accuracy: 0.594, Loss: 0.651 Epoch 0 Batch 1292/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.596, Loss: 0.722 Epoch 0 Batch 1293/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.598, Loss: 0.640 Epoch 0 Batch 1294/2154 - Train Accuracy: 0.586, Validation Accuracy: 0.588, Loss: 0.725 Epoch 0 Batch 1295/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.587, Loss: 0.665 Epoch 0 Batch 1296/2154 - Train Accuracy: 0.594, Validation Accuracy: 0.582, Loss: 0.686 Epoch 0 Batch 1297/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.587, Loss: 0.721 Epoch 0 Batch 1298/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.591, Loss: 0.650 Epoch 0 Batch 1299/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.592, Loss: 0.703 Epoch 0 Batch 1300/2154 - Train Accuracy: 0.575, Validation Accuracy: 0.600, Loss: 0.729 Epoch 0 Batch 1301/2154 - Train Accuracy: 0.564, Validation Accuracy: 0.589, Loss: 0.686 Epoch 0 Batch 1302/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.589, Loss: 0.737 Epoch 0 Batch 1303/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.585, Loss: 0.720 Epoch 0 Batch 1304/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.585, Loss: 0.660 Epoch 0 Batch 1305/2154 - Train Accuracy: 0.610, Validation Accuracy: 0.593, Loss: 0.729 Epoch 0 Batch 1306/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.596, Loss: 0.723 Epoch 0 Batch 1307/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.597, Loss: 0.664 Epoch 0 Batch 1308/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.597, Loss: 0.731 Epoch 0 Batch 1309/2154 - Train Accuracy: 0.549, Validation Accuracy: 0.596, Loss: 0.684 Epoch 0 Batch 1310/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.599, Loss: 0.650 Epoch 0 Batch 1311/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.603, Loss: 0.669 Epoch 0 Batch 1312/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.602, Loss: 0.680 Epoch 0 Batch 1313/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.601, Loss: 0.686 Epoch 0 Batch 1314/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.598, Loss: 0.705 Epoch 0 Batch 1315/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.602, Loss: 0.687 Epoch 0 Batch 1316/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.600, Loss: 0.703 Epoch 0 Batch 1317/2154 - Train Accuracy: 0.622, Validation Accuracy: 0.602, Loss: 0.694 Epoch 0 Batch 1318/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.609, Loss: 0.642 Epoch 0 Batch 1319/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.607, Loss: 0.743 Epoch 0 Batch 1320/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.610, Loss: 0.596 Epoch 0 Batch 1321/2154 - Train Accuracy: 0.626, Validation Accuracy: 0.600, Loss: 0.684 Epoch 0 Batch 1322/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.601, Loss: 0.666 Epoch 0 Batch 1323/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.600, Loss: 0.611 Epoch 0 Batch 1324/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.601, Loss: 0.675 Epoch 0 Batch 1325/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.598, Loss: 0.607 Epoch 0 Batch 1326/2154 - Train Accuracy: 0.569, Validation Accuracy: 0.605, Loss: 0.723 Epoch 0 Batch 1327/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.599, Loss: 0.683 Epoch 0 Batch 1328/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.599, Loss: 0.652 Epoch 0 Batch 1329/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.595, Loss: 0.678 Epoch 0 Batch 1330/2154 - Train Accuracy: 0.676, Validation Accuracy: 0.596, Loss: 0.635 Epoch 0 Batch 1331/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.587, Loss: 0.677 Epoch 0 Batch 1332/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.592, Loss: 0.700 Epoch 0 Batch 1333/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.598, Loss: 0.702 Epoch 0 Batch 1334/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.592, Loss: 0.725 Epoch 0 Batch 1335/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.599, Loss: 0.672 Epoch 0 Batch 1336/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.597, Loss: 0.729 Epoch 0 Batch 1337/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.598, Loss: 0.625 Epoch 0 Batch 1338/2154 - Train Accuracy: 0.589, Validation Accuracy: 0.599, Loss: 0.662 Epoch 0 Batch 1339/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.597, Loss: 0.670 Epoch 0 Batch 1340/2154 - Train Accuracy: 0.622, Validation Accuracy: 0.600, Loss: 0.668 Epoch 0 Batch 1341/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.599, Loss: 0.618 Epoch 0 Batch 1342/2154 - Train Accuracy: 0.596, Validation Accuracy: 0.595, Loss: 0.728 Epoch 0 Batch 1343/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.596, Loss: 0.715 Epoch 0 Batch 1344/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.596, Loss: 0.690 Epoch 0 Batch 1345/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.599, Loss: 0.725 Epoch 0 Batch 1346/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.595, Loss: 0.638 Epoch 0 Batch 1347/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.601, Loss: 0.649 Epoch 0 Batch 1348/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.596, Loss: 0.654 Epoch 0 Batch 1349/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.592, Loss: 0.673 Epoch 0 Batch 1350/2154 - Train Accuracy: 0.596, Validation Accuracy: 0.591, Loss: 0.674 Epoch 0 Batch 1351/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.589, Loss: 0.654 Epoch 0 Batch 1352/2154 - Train Accuracy: 0.596, Validation Accuracy: 0.589, Loss: 0.708 Epoch 0 Batch 1353/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.597, Loss: 0.695 Epoch 0 Batch 1354/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.597, Loss: 0.664 Epoch 0 Batch 1355/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.598, Loss: 0.705 Epoch 0 Batch 1356/2154 - Train Accuracy: 0.553, Validation Accuracy: 0.594, Loss: 0.679 Epoch 0 Batch 1357/2154 - Train Accuracy: 0.550, Validation Accuracy: 0.596, Loss: 0.717 Epoch 0 Batch 1358/2154 - Train Accuracy: 0.654, Validation Accuracy: 0.600, Loss: 0.647 Epoch 0 Batch 1359/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.599, Loss: 0.709 Epoch 0 Batch 1360/2154 - Train Accuracy: 0.561, Validation Accuracy: 0.597, Loss: 0.658 Epoch 0 Batch 1361/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.600, Loss: 0.706 Epoch 0 Batch 1362/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.603, Loss: 0.618 Epoch 0 Batch 1363/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.604, Loss: 0.664 Epoch 0 Batch 1364/2154 - Train Accuracy: 0.646, Validation Accuracy: 0.604, Loss: 0.705 Epoch 0 Batch 1365/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.600, Loss: 0.683 Epoch 0 Batch 1366/2154 - Train Accuracy: 0.579, Validation Accuracy: 0.602, Loss: 0.695 Epoch 0 Batch 1367/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.599, Loss: 0.669 Epoch 0 Batch 1368/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.594, Loss: 0.675 Epoch 0 Batch 1369/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.597, Loss: 0.643 Epoch 0 Batch 1370/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.607, Loss: 0.647 Epoch 0 Batch 1371/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.612, Loss: 0.742 Epoch 0 Batch 1372/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.592, Loss: 0.626 Epoch 0 Batch 1373/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.590, Loss: 0.585 Epoch 0 Batch 1374/2154 - Train Accuracy: 0.533, Validation Accuracy: 0.591, Loss: 0.741 Epoch 0 Batch 1375/2154 - Train Accuracy: 0.584, Validation Accuracy: 0.588, Loss: 0.705 Epoch 0 Batch 1376/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.600, Loss: 0.668 Epoch 0 Batch 1377/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.599, Loss: 0.648 Epoch 0 Batch 1378/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.606, Loss: 0.682 Epoch 0 Batch 1379/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.605, Loss: 0.662 Epoch 0 Batch 1380/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.599, Loss: 0.663 Epoch 0 Batch 1381/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.601, Loss: 0.663 Epoch 0 Batch 1382/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.602, Loss: 0.621 Epoch 0 Batch 1383/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.601, Loss: 0.684 Epoch 0 Batch 1384/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.598, Loss: 0.709 Epoch 0 Batch 1385/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.597, Loss: 0.644 Epoch 0 Batch 1386/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.599, Loss: 0.633 Epoch 0 Batch 1387/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.607, Loss: 0.696 Epoch 0 Batch 1388/2154 - Train Accuracy: 0.569, Validation Accuracy: 0.607, Loss: 0.813 Epoch 0 Batch 1389/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.602, Loss: 0.650 Epoch 0 Batch 1390/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.602, Loss: 0.619 Epoch 0 Batch 1391/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.603, Loss: 0.620 Epoch 0 Batch 1392/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.609, Loss: 0.643 Epoch 0 Batch 1393/2154 - Train Accuracy: 0.598, Validation Accuracy: 0.608, Loss: 0.672 Epoch 0 Batch 1394/2154 - Train Accuracy: 0.615, Validation Accuracy: 0.606, Loss: 0.704 Epoch 0 Batch 1395/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.604, Loss: 0.688 Epoch 0 Batch 1396/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.604, Loss: 0.608 Epoch 0 Batch 1397/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.604, Loss: 0.682 Epoch 0 Batch 1398/2154 - Train Accuracy: 0.614, Validation Accuracy: 0.599, Loss: 0.587 Epoch 0 Batch 1399/2154 - Train Accuracy: 0.586, Validation Accuracy: 0.599, Loss: 0.652 Epoch 0 Batch 1400/2154 - Train Accuracy: 0.565, Validation Accuracy: 0.602, Loss: 0.677 Epoch 0 Batch 1401/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.603, Loss: 0.615 Epoch 0 Batch 1402/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.601, Loss: 0.700 Epoch 0 Batch 1403/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.603, Loss: 0.644 Epoch 0 Batch 1404/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.603, Loss: 0.779 Epoch 0 Batch 1405/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.601, Loss: 0.639 Epoch 0 Batch 1406/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.603, Loss: 0.629 Epoch 0 Batch 1407/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.604, Loss: 0.682 Epoch 0 Batch 1408/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.600, Loss: 0.660 Epoch 0 Batch 1409/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.601, Loss: 0.686 Epoch 0 Batch 1410/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.602, Loss: 0.665 Epoch 0 Batch 1411/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.601, Loss: 0.732 Epoch 0 Batch 1412/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.601, Loss: 0.664 Epoch 0 Batch 1413/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.603, Loss: 0.630 Epoch 0 Batch 1414/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.604, Loss: 0.649 Epoch 0 Batch 1415/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.601, Loss: 0.653 Epoch 0 Batch 1416/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.606, Loss: 0.720 Epoch 0 Batch 1417/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.607, Loss: 0.659 Epoch 0 Batch 1418/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.610, Loss: 0.718 Epoch 0 Batch 1419/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.606, Loss: 0.704 Epoch 0 Batch 1420/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.608, Loss: 0.681 Epoch 0 Batch 1421/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.607, Loss: 0.643 Epoch 0 Batch 1422/2154 - Train Accuracy: 0.559, Validation Accuracy: 0.609, Loss: 0.641 Epoch 0 Batch 1423/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.607, Loss: 0.711 Epoch 0 Batch 1424/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.607, Loss: 0.667 Epoch 0 Batch 1425/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.603, Loss: 0.602 Epoch 0 Batch 1426/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.602, Loss: 0.636 Epoch 0 Batch 1427/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.604, Loss: 0.574 Epoch 0 Batch 1428/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.599, Loss: 0.708 Epoch 0 Batch 1429/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.599, Loss: 0.628 Epoch 0 Batch 1430/2154 - Train Accuracy: 0.584, Validation Accuracy: 0.600, Loss: 0.628 Epoch 0 Batch 1431/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.604, Loss: 0.690 Epoch 0 Batch 1432/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.606, Loss: 0.622 Epoch 0 Batch 1433/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.602, Loss: 0.671 Epoch 0 Batch 1434/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.602, Loss: 0.591 Epoch 0 Batch 1435/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.603, Loss: 0.640 Epoch 0 Batch 1436/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.601, Loss: 0.668 Epoch 0 Batch 1437/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.604, Loss: 0.706 Epoch 0 Batch 1438/2154 - Train Accuracy: 0.562, Validation Accuracy: 0.606, Loss: 0.665 Epoch 0 Batch 1439/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.604, Loss: 0.615 Epoch 0 Batch 1440/2154 - Train Accuracy: 0.561, Validation Accuracy: 0.605, Loss: 0.676 Epoch 0 Batch 1441/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.607, Loss: 0.712 Epoch 0 Batch 1442/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.604, Loss: 0.671 Epoch 0 Batch 1443/2154 - Train Accuracy: 0.657, Validation Accuracy: 0.602, Loss: 0.664 Epoch 0 Batch 1444/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.604, Loss: 0.674 Epoch 0 Batch 1445/2154 - Train Accuracy: 0.651, Validation Accuracy: 0.604, Loss: 0.597 Epoch 0 Batch 1446/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.598, Loss: 0.658 Epoch 0 Batch 1447/2154 - Train Accuracy: 0.594, Validation Accuracy: 0.600, Loss: 0.658 Epoch 0 Batch 1448/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.602, Loss: 0.635 Epoch 0 Batch 1449/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.602, Loss: 0.665 Epoch 0 Batch 1450/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.604, Loss: 0.659 Epoch 0 Batch 1451/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.608, Loss: 0.624 Epoch 0 Batch 1452/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.606, Loss: 0.634 Epoch 0 Batch 1453/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.603, Loss: 0.620 Epoch 0 Batch 1454/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.604, Loss: 0.653 Epoch 0 Batch 1455/2154 - Train Accuracy: 0.643, Validation Accuracy: 0.608, Loss: 0.638 Epoch 0 Batch 1456/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.606, Loss: 0.617 Epoch 0 Batch 1457/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.604, Loss: 0.596 Epoch 0 Batch 1458/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.600, Loss: 0.647 Epoch 0 Batch 1459/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.599, Loss: 0.655 Epoch 0 Batch 1460/2154 - Train Accuracy: 0.534, Validation Accuracy: 0.598, Loss: 0.736 Epoch 0 Batch 1461/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.605, Loss: 0.632 Epoch 0 Batch 1462/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.594, Loss: 0.646 Epoch 0 Batch 1463/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.598, Loss: 0.645 Epoch 0 Batch 1464/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.597, Loss: 0.657 Epoch 0 Batch 1465/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.592, Loss: 0.631 Epoch 0 Batch 1466/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.589, Loss: 0.711 Epoch 0 Batch 1467/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.590, Loss: 0.713 Epoch 0 Batch 1468/2154 - Train Accuracy: 0.680, Validation Accuracy: 0.589, Loss: 0.613 Epoch 0 Batch 1469/2154 - Train Accuracy: 0.643, Validation Accuracy: 0.590, Loss: 0.672 Epoch 0 Batch 1470/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.592, Loss: 0.660 Epoch 0 Batch 1471/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.594, Loss: 0.600 Epoch 0 Batch 1472/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.609, Loss: 0.637 Epoch 0 Batch 1473/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.609, Loss: 0.598 Epoch 0 Batch 1474/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.616, Loss: 0.642 Epoch 0 Batch 1475/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.615, Loss: 0.686 Epoch 0 Batch 1476/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.612, Loss: 0.684 Epoch 0 Batch 1477/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.604, Loss: 0.552 Epoch 0 Batch 1478/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.607, Loss: 0.699 Epoch 0 Batch 1479/2154 - Train Accuracy: 0.644, Validation Accuracy: 0.604, Loss: 0.635 Epoch 0 Batch 1480/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.616, Loss: 0.616 Epoch 0 Batch 1481/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.619, Loss: 0.684 Epoch 0 Batch 1482/2154 - Train Accuracy: 0.593, Validation Accuracy: 0.616, Loss: 0.615 Epoch 0 Batch 1483/2154 - Train Accuracy: 0.626, Validation Accuracy: 0.614, Loss: 0.687 Epoch 0 Batch 1484/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.611, Loss: 0.641 Epoch 0 Batch 1485/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.603, Loss: 0.657 Epoch 0 Batch 1486/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.600, Loss: 0.625 Epoch 0 Batch 1487/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.606, Loss: 0.653 Epoch 0 Batch 1488/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.614, Loss: 0.699 Epoch 0 Batch 1489/2154 - Train Accuracy: 0.615, Validation Accuracy: 0.609, Loss: 0.597 Epoch 0 Batch 1490/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.612, Loss: 0.598 Epoch 0 Batch 1491/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.607, Loss: 0.642 Epoch 0 Batch 1492/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.606, Loss: 0.609 Epoch 0 Batch 1493/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.604, Loss: 0.593 Epoch 0 Batch 1494/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.606, Loss: 0.678 Epoch 0 Batch 1495/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.610, Loss: 0.617 Epoch 0 Batch 1496/2154 - Train Accuracy: 0.631, Validation Accuracy: 0.611, Loss: 0.602 Epoch 0 Batch 1497/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.612, Loss: 0.607 Epoch 0 Batch 1498/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.609, Loss: 0.626 Epoch 0 Batch 1499/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.614, Loss: 0.668 Epoch 0 Batch 1500/2154 - Train Accuracy: 0.567, Validation Accuracy: 0.616, Loss: 0.650 Epoch 0 Batch 1501/2154 - Train Accuracy: 0.586, Validation Accuracy: 0.616, Loss: 0.683 Epoch 0 Batch 1502/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.612, Loss: 0.606 Epoch 0 Batch 1503/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.612, Loss: 0.661 Epoch 0 Batch 1504/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.613, Loss: 0.587 Epoch 0 Batch 1505/2154 - Train Accuracy: 0.596, Validation Accuracy: 0.614, Loss: 0.662 Epoch 0 Batch 1506/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.604, Loss: 0.566 Epoch 0 Batch 1507/2154 - Train Accuracy: 0.615, Validation Accuracy: 0.597, Loss: 0.638 Epoch 0 Batch 1508/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.607, Loss: 0.612 Epoch 0 Batch 1509/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.610, Loss: 0.636 Epoch 0 Batch 1510/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.606, Loss: 0.683 Epoch 0 Batch 1511/2154 - Train Accuracy: 0.654, Validation Accuracy: 0.610, Loss: 0.628 Epoch 0 Batch 1512/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.607, Loss: 0.664 Epoch 0 Batch 1513/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.605, Loss: 0.648 Epoch 0 Batch 1514/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.609, Loss: 0.597 Epoch 0 Batch 1515/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.602, Loss: 0.586 Epoch 0 Batch 1516/2154 - Train Accuracy: 0.561, Validation Accuracy: 0.609, Loss: 0.699 Epoch 0 Batch 1517/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.605, Loss: 0.629 Epoch 0 Batch 1518/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.599, Loss: 0.568 Epoch 0 Batch 1519/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.596, Loss: 0.569 Epoch 0 Batch 1520/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.590, Loss: 0.598 Epoch 0 Batch 1521/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.588, Loss: 0.693 Epoch 0 Batch 1522/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.592, Loss: 0.582 Epoch 0 Batch 1523/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.597, Loss: 0.624 Epoch 0 Batch 1524/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.604, Loss: 0.612 Epoch 0 Batch 1525/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.602, Loss: 0.611 Epoch 0 Batch 1526/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.604, Loss: 0.599 Epoch 0 Batch 1527/2154 - Train Accuracy: 0.622, Validation Accuracy: 0.609, Loss: 0.634 Epoch 0 Batch 1528/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.606, Loss: 0.601 Epoch 0 Batch 1529/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.604, Loss: 0.598 Epoch 0 Batch 1530/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.606, Loss: 0.628 Epoch 0 Batch 1531/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.604, Loss: 0.574 Epoch 0 Batch 1532/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.602, Loss: 0.595 Epoch 0 Batch 1533/2154 - Train Accuracy: 0.626, Validation Accuracy: 0.600, Loss: 0.611 Epoch 0 Batch 1534/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.598, Loss: 0.675 Epoch 0 Batch 1535/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.604, Loss: 0.597 Epoch 0 Batch 1536/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.600, Loss: 0.647 Epoch 0 Batch 1537/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.605, Loss: 0.600 Epoch 0 Batch 1538/2154 - Train Accuracy: 0.569, Validation Accuracy: 0.608, Loss: 0.618 Epoch 0 Batch 1539/2154 - Train Accuracy: 0.671, Validation Accuracy: 0.609, Loss: 0.609 Epoch 0 Batch 1540/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.619, Loss: 0.596 Epoch 0 Batch 1541/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.618, Loss: 0.606 Epoch 0 Batch 1542/2154 - Train Accuracy: 0.675, Validation Accuracy: 0.619, Loss: 0.595 Epoch 0 Batch 1543/2154 - Train Accuracy: 0.689, Validation Accuracy: 0.612, Loss: 0.594 Epoch 0 Batch 1544/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.611, Loss: 0.632 Epoch 0 Batch 1545/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.606, Loss: 0.569 Epoch 0 Batch 1546/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.607, Loss: 0.620 Epoch 0 Batch 1547/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.612, Loss: 0.616 Epoch 0 Batch 1548/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.610, Loss: 0.609 Epoch 0 Batch 1549/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.617, Loss: 0.662 Epoch 0 Batch 1550/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.618, Loss: 0.625 Epoch 0 Batch 1551/2154 - Train Accuracy: 0.665, Validation Accuracy: 0.620, Loss: 0.632 Epoch 0 Batch 1552/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.616, Loss: 0.618 Epoch 0 Batch 1553/2154 - Train Accuracy: 0.598, Validation Accuracy: 0.614, Loss: 0.628 Epoch 0 Batch 1554/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.612, Loss: 0.582 Epoch 0 Batch 1555/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.613, Loss: 0.611 Epoch 0 Batch 1556/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.618, Loss: 0.683 Epoch 0 Batch 1557/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.624, Loss: 0.578 Epoch 0 Batch 1558/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.614, Loss: 0.570 Epoch 0 Batch 1559/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.611, Loss: 0.637 Epoch 0 Batch 1560/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.621, Loss: 0.653 Epoch 0 Batch 1561/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.612, Loss: 0.639 Epoch 0 Batch 1562/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.607, Loss: 0.620 Epoch 0 Batch 1563/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.607, Loss: 0.609 Epoch 0 Batch 1564/2154 - Train Accuracy: 0.654, Validation Accuracy: 0.607, Loss: 0.622 Epoch 0 Batch 1565/2154 - Train Accuracy: 0.643, Validation Accuracy: 0.607, Loss: 0.628 Epoch 0 Batch 1566/2154 - Train Accuracy: 0.646, Validation Accuracy: 0.612, Loss: 0.639 Epoch 0 Batch 1567/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.610, Loss: 0.608 Epoch 0 Batch 1568/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.612, Loss: 0.642 Epoch 0 Batch 1569/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.613, Loss: 0.582 Epoch 0 Batch 1570/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.616, Loss: 0.611 Epoch 0 Batch 1571/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.612, Loss: 0.597 Epoch 0 Batch 1572/2154 - Train Accuracy: 0.651, Validation Accuracy: 0.621, Loss: 0.564 Epoch 0 Batch 1573/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.621, Loss: 0.604 Epoch 0 Batch 1574/2154 - Train Accuracy: 0.553, Validation Accuracy: 0.619, Loss: 0.630 Epoch 0 Batch 1575/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.624, Loss: 0.550 Epoch 0 Batch 1576/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.631, Loss: 0.588 Epoch 0 Batch 1577/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.616, Loss: 0.600 Epoch 0 Batch 1578/2154 - Train Accuracy: 0.646, Validation Accuracy: 0.608, Loss: 0.661 Epoch 0 Batch 1579/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.614, Loss: 0.619 Epoch 0 Batch 1580/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.610, Loss: 0.625 Epoch 0 Batch 1581/2154 - Train Accuracy: 0.591, Validation Accuracy: 0.610, Loss: 0.626 Epoch 0 Batch 1582/2154 - Train Accuracy: 0.555, Validation Accuracy: 0.611, Loss: 0.673 Epoch 0 Batch 1583/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.611, Loss: 0.632 Epoch 0 Batch 1584/2154 - Train Accuracy: 0.680, Validation Accuracy: 0.612, Loss: 0.564 Epoch 0 Batch 1585/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.615, Loss: 0.609 Epoch 0 Batch 1586/2154 - Train Accuracy: 0.598, Validation Accuracy: 0.613, Loss: 0.643 Epoch 0 Batch 1587/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.613, Loss: 0.642 Epoch 0 Batch 1588/2154 - Train Accuracy: 0.671, Validation Accuracy: 0.617, Loss: 0.583 Epoch 0 Batch 1589/2154 - Train Accuracy: 0.578, Validation Accuracy: 0.626, Loss: 0.615 Epoch 0 Batch 1590/2154 - Train Accuracy: 0.559, Validation Accuracy: 0.612, Loss: 0.600 Epoch 0 Batch 1591/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.604, Loss: 0.646 Epoch 0 Batch 1592/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.614, Loss: 0.655 Epoch 0 Batch 1593/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.602, Loss: 0.629 Epoch 0 Batch 1594/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.608, Loss: 0.583 Epoch 0 Batch 1595/2154 - Train Accuracy: 0.599, Validation Accuracy: 0.614, Loss: 0.625 Epoch 0 Batch 1596/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.602, Loss: 0.578 Epoch 0 Batch 1597/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.599, Loss: 0.644 Epoch 0 Batch 1598/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.602, Loss: 0.611 Epoch 0 Batch 1599/2154 - Train Accuracy: 0.622, Validation Accuracy: 0.602, Loss: 0.669 Epoch 0 Batch 1600/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.601, Loss: 0.624 Epoch 0 Batch 1601/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.612, Loss: 0.585 Epoch 0 Batch 1602/2154 - Train Accuracy: 0.622, Validation Accuracy: 0.619, Loss: 0.609 Epoch 0 Batch 1603/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.616, Loss: 0.660 Epoch 0 Batch 1604/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.616, Loss: 0.606 Epoch 0 Batch 1605/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.614, Loss: 0.626 Epoch 0 Batch 1606/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.613, Loss: 0.549 Epoch 0 Batch 1607/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.610, Loss: 0.613 Epoch 0 Batch 1608/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.615, Loss: 0.619 Epoch 0 Batch 1609/2154 - Train Accuracy: 0.582, Validation Accuracy: 0.613, Loss: 0.636 Epoch 0 Batch 1610/2154 - Train Accuracy: 0.649, Validation Accuracy: 0.607, Loss: 0.590 Epoch 0 Batch 1611/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.614, Loss: 0.630 Epoch 0 Batch 1612/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.613, Loss: 0.619 Epoch 0 Batch 1613/2154 - Train Accuracy: 0.679, Validation Accuracy: 0.614, Loss: 0.564 Epoch 0 Batch 1614/2154 - Train Accuracy: 0.622, Validation Accuracy: 0.614, Loss: 0.635 Epoch 0 Batch 1615/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.616, Loss: 0.568 Epoch 0 Batch 1616/2154 - Train Accuracy: 0.555, Validation Accuracy: 0.614, Loss: 0.595 Epoch 0 Batch 1617/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.621, Loss: 0.600 Epoch 0 Batch 1618/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.620, Loss: 0.651 Epoch 0 Batch 1619/2154 - Train Accuracy: 0.592, Validation Accuracy: 0.616, Loss: 0.629 Epoch 0 Batch 1620/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.616, Loss: 0.668 Epoch 0 Batch 1621/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.614, Loss: 0.581 Epoch 0 Batch 1622/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.613, Loss: 0.559 Epoch 0 Batch 1623/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.607, Loss: 0.542 Epoch 0 Batch 1624/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.612, Loss: 0.574 Epoch 0 Batch 1625/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.617, Loss: 0.609 Epoch 0 Batch 1626/2154 - Train Accuracy: 0.598, Validation Accuracy: 0.618, Loss: 0.621 Epoch 0 Batch 1627/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.609, Loss: 0.584 Epoch 0 Batch 1628/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.610, Loss: 0.574 Epoch 0 Batch 1629/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.609, Loss: 0.578 Epoch 0 Batch 1630/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.612, Loss: 0.623 Epoch 0 Batch 1631/2154 - Train Accuracy: 0.593, Validation Accuracy: 0.611, Loss: 0.588 Epoch 0 Batch 1632/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.612, Loss: 0.586 Epoch 0 Batch 1633/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.616, Loss: 0.663 Epoch 0 Batch 1634/2154 - Train Accuracy: 0.658, Validation Accuracy: 0.616, Loss: 0.613 Epoch 0 Batch 1635/2154 - Train Accuracy: 0.539, Validation Accuracy: 0.611, Loss: 0.676 Epoch 0 Batch 1636/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.616, Loss: 0.593 Epoch 0 Batch 1637/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.624, Loss: 0.579 Epoch 0 Batch 1638/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.614, Loss: 0.670 Epoch 0 Batch 1639/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.615, Loss: 0.606 Epoch 0 Batch 1640/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.615, Loss: 0.545 Epoch 0 Batch 1641/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.619, Loss: 0.623 Epoch 0 Batch 1642/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.619, Loss: 0.619 Epoch 0 Batch 1643/2154 - Train Accuracy: 0.595, Validation Accuracy: 0.616, Loss: 0.586 Epoch 0 Batch 1644/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.606, Loss: 0.610 Epoch 0 Batch 1645/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.614, Loss: 0.593 Epoch 0 Batch 1646/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.617, Loss: 0.630 Epoch 0 Batch 1647/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.612, Loss: 0.628 Epoch 0 Batch 1648/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.612, Loss: 0.583 Epoch 0 Batch 1649/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.614, Loss: 0.620 Epoch 0 Batch 1650/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.618, Loss: 0.528 Epoch 0 Batch 1651/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.622, Loss: 0.596 Epoch 0 Batch 1652/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.614, Loss: 0.585 Epoch 0 Batch 1653/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.613, Loss: 0.574 Epoch 0 Batch 1654/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.629, Loss: 0.614 Epoch 0 Batch 1655/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.625, Loss: 0.588 Epoch 0 Batch 1656/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.624, Loss: 0.616 Epoch 0 Batch 1657/2154 - Train Accuracy: 0.658, Validation Accuracy: 0.633, Loss: 0.647 Epoch 0 Batch 1658/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.629, Loss: 0.539 Epoch 0 Batch 1659/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.621, Loss: 0.597 Epoch 0 Batch 1660/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.626, Loss: 0.598 Epoch 0 Batch 1661/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.625, Loss: 0.609 Epoch 0 Batch 1662/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.609, Loss: 0.563 Epoch 0 Batch 1663/2154 - Train Accuracy: 0.581, Validation Accuracy: 0.612, Loss: 0.606 Epoch 0 Batch 1664/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.612, Loss: 0.578 Epoch 0 Batch 1665/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.619, Loss: 0.598 Epoch 0 Batch 1666/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.624, Loss: 0.661 Epoch 0 Batch 1667/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.624, Loss: 0.651 Epoch 0 Batch 1668/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.615, Loss: 0.576 Epoch 0 Batch 1669/2154 - Train Accuracy: 0.697, Validation Accuracy: 0.614, Loss: 0.576 Epoch 0 Batch 1670/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.620, Loss: 0.579 Epoch 0 Batch 1671/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.616, Loss: 0.590 Epoch 0 Batch 1672/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.626, Loss: 0.572 Epoch 0 Batch 1673/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.624, Loss: 0.580 Epoch 0 Batch 1674/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.620, Loss: 0.631 Epoch 0 Batch 1675/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.620, Loss: 0.654 Epoch 0 Batch 1676/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.622, Loss: 0.603 Epoch 0 Batch 1677/2154 - Train Accuracy: 0.570, Validation Accuracy: 0.620, Loss: 0.618 Epoch 0 Batch 1678/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.624, Loss: 0.588 Epoch 0 Batch 1679/2154 - Train Accuracy: 0.651, Validation Accuracy: 0.624, Loss: 0.548 Epoch 0 Batch 1680/2154 - Train Accuracy: 0.631, Validation Accuracy: 0.621, Loss: 0.573 Epoch 0 Batch 1681/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.616, Loss: 0.580 Epoch 0 Batch 1682/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.613, Loss: 0.535 Epoch 0 Batch 1683/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.614, Loss: 0.551 Epoch 0 Batch 1684/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.621, Loss: 0.607 Epoch 0 Batch 1685/2154 - Train Accuracy: 0.606, Validation Accuracy: 0.615, Loss: 0.593 Epoch 0 Batch 1686/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.621, Loss: 0.551 Epoch 0 Batch 1687/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.612, Loss: 0.591 Epoch 0 Batch 1688/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.621, Loss: 0.549 Epoch 0 Batch 1689/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.623, Loss: 0.608 Epoch 0 Batch 1690/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.624, Loss: 0.524 Epoch 0 Batch 1691/2154 - Train Accuracy: 0.601, Validation Accuracy: 0.624, Loss: 0.557 Epoch 0 Batch 1692/2154 - Train Accuracy: 0.658, Validation Accuracy: 0.633, Loss: 0.608 Epoch 0 Batch 1693/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.627, Loss: 0.657 Epoch 0 Batch 1694/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.631, Loss: 0.543 Epoch 0 Batch 1695/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.630, Loss: 0.590 Epoch 0 Batch 1696/2154 - Train Accuracy: 0.708, Validation Accuracy: 0.619, Loss: 0.601 Epoch 0 Batch 1697/2154 - Train Accuracy: 0.615, Validation Accuracy: 0.621, Loss: 0.610 Epoch 0 Batch 1698/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.627, Loss: 0.570 Epoch 0 Batch 1699/2154 - Train Accuracy: 0.668, Validation Accuracy: 0.629, Loss: 0.518 Epoch 0 Batch 1700/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.629, Loss: 0.584 Epoch 0 Batch 1701/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.626, Loss: 0.659 Epoch 0 Batch 1702/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.625, Loss: 0.621 Epoch 0 Batch 1703/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.609, Loss: 0.552 Epoch 0 Batch 1704/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.610, Loss: 0.635 Epoch 0 Batch 1705/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.611, Loss: 0.610 Epoch 0 Batch 1706/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.617, Loss: 0.585 Epoch 0 Batch 1707/2154 - Train Accuracy: 0.678, Validation Accuracy: 0.617, Loss: 0.534 Epoch 0 Batch 1708/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.611, Loss: 0.561 Epoch 0 Batch 1709/2154 - Train Accuracy: 0.646, Validation Accuracy: 0.612, Loss: 0.595 Epoch 0 Batch 1710/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.611, Loss: 0.604 Epoch 0 Batch 1711/2154 - Train Accuracy: 0.649, Validation Accuracy: 0.614, Loss: 0.568 Epoch 0 Batch 1712/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.617, Loss: 0.599 Epoch 0 Batch 1713/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.626, Loss: 0.608 Epoch 0 Batch 1714/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.620, Loss: 0.613 Epoch 0 Batch 1715/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.620, Loss: 0.613 Epoch 0 Batch 1716/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.610, Loss: 0.560 Epoch 0 Batch 1717/2154 - Train Accuracy: 0.704, Validation Accuracy: 0.613, Loss: 0.548 Epoch 0 Batch 1718/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.607, Loss: 0.588 Epoch 0 Batch 1719/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.607, Loss: 0.632 Epoch 0 Batch 1720/2154 - Train Accuracy: 0.644, Validation Accuracy: 0.606, Loss: 0.625 Epoch 0 Batch 1721/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.605, Loss: 0.615 Epoch 0 Batch 1722/2154 - Train Accuracy: 0.614, Validation Accuracy: 0.603, Loss: 0.563 Epoch 0 Batch 1723/2154 - Train Accuracy: 0.658, Validation Accuracy: 0.604, Loss: 0.567 Epoch 0 Batch 1724/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.607, Loss: 0.552 Epoch 0 Batch 1725/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.611, Loss: 0.581 Epoch 0 Batch 1726/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.610, Loss: 0.550 Epoch 0 Batch 1727/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.611, Loss: 0.560 Epoch 0 Batch 1728/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.614, Loss: 0.575 Epoch 0 Batch 1729/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.625, Loss: 0.627 Epoch 0 Batch 1730/2154 - Train Accuracy: 0.649, Validation Accuracy: 0.622, Loss: 0.578 Epoch 0 Batch 1731/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.621, Loss: 0.592 Epoch 0 Batch 1732/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.611, Loss: 0.503 Epoch 0 Batch 1733/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.614, Loss: 0.620 Epoch 0 Batch 1734/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.609, Loss: 0.554 Epoch 0 Batch 1735/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.616, Loss: 0.632 Epoch 0 Batch 1736/2154 - Train Accuracy: 0.577, Validation Accuracy: 0.616, Loss: 0.613 Epoch 0 Batch 1737/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.608, Loss: 0.605 Epoch 0 Batch 1738/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.611, Loss: 0.575 Epoch 0 Batch 1739/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.612, Loss: 0.568 Epoch 0 Batch 1740/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.612, Loss: 0.617 Epoch 0 Batch 1741/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.612, Loss: 0.601 Epoch 0 Batch 1742/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.611, Loss: 0.616 Epoch 0 Batch 1743/2154 - Train Accuracy: 0.587, Validation Accuracy: 0.609, Loss: 0.564 Epoch 0 Batch 1744/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.612, Loss: 0.569 Epoch 0 Batch 1745/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.612, Loss: 0.555 Epoch 0 Batch 1746/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.612, Loss: 0.568 Epoch 0 Batch 1747/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.609, Loss: 0.560 Epoch 0 Batch 1748/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.609, Loss: 0.616 Epoch 0 Batch 1749/2154 - Train Accuracy: 0.593, Validation Accuracy: 0.612, Loss: 0.595 Epoch 0 Batch 1750/2154 - Train Accuracy: 0.566, Validation Accuracy: 0.616, Loss: 0.579 Epoch 0 Batch 1751/2154 - Train Accuracy: 0.675, Validation Accuracy: 0.614, Loss: 0.523 Epoch 0 Batch 1752/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.621, Loss: 0.659 Epoch 0 Batch 1753/2154 - Train Accuracy: 0.594, Validation Accuracy: 0.618, Loss: 0.594 Epoch 0 Batch 1754/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.621, Loss: 0.563 Epoch 0 Batch 1755/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.615, Loss: 0.569 Epoch 0 Batch 1756/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.619, Loss: 0.528 Epoch 0 Batch 1757/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.623, Loss: 0.594 Epoch 0 Batch 1758/2154 - Train Accuracy: 0.668, Validation Accuracy: 0.623, Loss: 0.548 Epoch 0 Batch 1759/2154 - Train Accuracy: 0.654, Validation Accuracy: 0.627, Loss: 0.535 Epoch 0 Batch 1760/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.636, Loss: 0.545 Epoch 0 Batch 1761/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.631, Loss: 0.572 Epoch 0 Batch 1762/2154 - Train Accuracy: 0.702, Validation Accuracy: 0.633, Loss: 0.519 Epoch 0 Batch 1763/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.638, Loss: 0.650 Epoch 0 Batch 1764/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.635, Loss: 0.581 Epoch 0 Batch 1765/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.629, Loss: 0.607 Epoch 0 Batch 1766/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.626, Loss: 0.571 Epoch 0 Batch 1767/2154 - Train Accuracy: 0.567, Validation Accuracy: 0.624, Loss: 0.595 Epoch 0 Batch 1768/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.629, Loss: 0.643 Epoch 0 Batch 1769/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.616, Loss: 0.510 Epoch 0 Batch 1770/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.616, Loss: 0.560 Epoch 0 Batch 1771/2154 - Train Accuracy: 0.678, Validation Accuracy: 0.614, Loss: 0.475 Epoch 0 Batch 1772/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.617, Loss: 0.515 Epoch 0 Batch 1773/2154 - Train Accuracy: 0.593, Validation Accuracy: 0.617, Loss: 0.590 Epoch 0 Batch 1774/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.622, Loss: 0.553 Epoch 0 Batch 1775/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.628, Loss: 0.576 Epoch 0 Batch 1776/2154 - Train Accuracy: 0.643, Validation Accuracy: 0.626, Loss: 0.627 Epoch 0 Batch 1777/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.617, Loss: 0.546 Epoch 0 Batch 1778/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.617, Loss: 0.533 Epoch 0 Batch 1779/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.619, Loss: 0.561 Epoch 0 Batch 1780/2154 - Train Accuracy: 0.676, Validation Accuracy: 0.625, Loss: 0.536 Epoch 0 Batch 1781/2154 - Train Accuracy: 0.718, Validation Accuracy: 0.617, Loss: 0.541 Epoch 0 Batch 1782/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.619, Loss: 0.521 Epoch 0 Batch 1783/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.614, Loss: 0.578 Epoch 0 Batch 1784/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.620, Loss: 0.529 Epoch 0 Batch 1785/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.613, Loss: 0.587 Epoch 0 Batch 1786/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.612, Loss: 0.522 Epoch 0 Batch 1787/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.619, Loss: 0.576 Epoch 0 Batch 1788/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.617, Loss: 0.557 Epoch 0 Batch 1789/2154 - Train Accuracy: 0.656, Validation Accuracy: 0.615, Loss: 0.607 Epoch 0 Batch 1790/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.612, Loss: 0.515 Epoch 0 Batch 1791/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.619, Loss: 0.598 Epoch 0 Batch 1792/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.609, Loss: 0.537 Epoch 0 Batch 1793/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.608, Loss: 0.603 Epoch 0 Batch 1794/2154 - Train Accuracy: 0.567, Validation Accuracy: 0.619, Loss: 0.603 Epoch 0 Batch 1795/2154 - Train Accuracy: 0.675, Validation Accuracy: 0.614, Loss: 0.527 Epoch 0 Batch 1796/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.619, Loss: 0.513 Epoch 0 Batch 1797/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.622, Loss: 0.526 Epoch 0 Batch 1798/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.619, Loss: 0.559 Epoch 0 Batch 1799/2154 - Train Accuracy: 0.671, Validation Accuracy: 0.629, Loss: 0.610 Epoch 0 Batch 1800/2154 - Train Accuracy: 0.631, Validation Accuracy: 0.623, Loss: 0.590 Epoch 0 Batch 1801/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.626, Loss: 0.610 Epoch 0 Batch 1802/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.626, Loss: 0.578 Epoch 0 Batch 1803/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.630, Loss: 0.671 Epoch 0 Batch 1804/2154 - Train Accuracy: 0.676, Validation Accuracy: 0.618, Loss: 0.551 Epoch 0 Batch 1805/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.621, Loss: 0.563 Epoch 0 Batch 1806/2154 - Train Accuracy: 0.689, Validation Accuracy: 0.629, Loss: 0.547 Epoch 0 Batch 1807/2154 - Train Accuracy: 0.631, Validation Accuracy: 0.629, Loss: 0.543 Epoch 0 Batch 1808/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.612, Loss: 0.584 Epoch 0 Batch 1809/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.616, Loss: 0.556 Epoch 0 Batch 1810/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.616, Loss: 0.589 Epoch 0 Batch 1811/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.613, Loss: 0.528 Epoch 0 Batch 1812/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.612, Loss: 0.543 Epoch 0 Batch 1813/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.617, Loss: 0.556 Epoch 0 Batch 1814/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.619, Loss: 0.552 Epoch 0 Batch 1815/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.615, Loss: 0.549 Epoch 0 Batch 1816/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.616, Loss: 0.602 Epoch 0 Batch 1817/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.612, Loss: 0.610 Epoch 0 Batch 1818/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.611, Loss: 0.534 Epoch 0 Batch 1819/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.610, Loss: 0.601 Epoch 0 Batch 1820/2154 - Train Accuracy: 0.646, Validation Accuracy: 0.594, Loss: 0.524 Epoch 0 Batch 1821/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.610, Loss: 0.571 Epoch 0 Batch 1822/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.613, Loss: 0.527 Epoch 0 Batch 1823/2154 - Train Accuracy: 0.732, Validation Accuracy: 0.621, Loss: 0.468 Epoch 0 Batch 1824/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.619, Loss: 0.512 Epoch 0 Batch 1825/2154 - Train Accuracy: 0.599, Validation Accuracy: 0.613, Loss: 0.593 Epoch 0 Batch 1826/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.614, Loss: 0.547 Epoch 0 Batch 1827/2154 - Train Accuracy: 0.643, Validation Accuracy: 0.610, Loss: 0.620 Epoch 0 Batch 1828/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.605, Loss: 0.575 Epoch 0 Batch 1829/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.609, Loss: 0.619 Epoch 0 Batch 1830/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.616, Loss: 0.511 Epoch 0 Batch 1831/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.614, Loss: 0.571 Epoch 0 Batch 1832/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.616, Loss: 0.574 Epoch 0 Batch 1833/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.616, Loss: 0.621 Epoch 0 Batch 1834/2154 - Train Accuracy: 0.682, Validation Accuracy: 0.609, Loss: 0.526 Epoch 0 Batch 1835/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.611, Loss: 0.561 Epoch 0 Batch 1836/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.612, Loss: 0.555 Epoch 0 Batch 1837/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.607, Loss: 0.523 Epoch 0 Batch 1838/2154 - Train Accuracy: 0.688, Validation Accuracy: 0.619, Loss: 0.540 Epoch 0 Batch 1839/2154 - Train Accuracy: 0.702, Validation Accuracy: 0.629, Loss: 0.577 Epoch 0 Batch 1840/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.618, Loss: 0.560 Epoch 0 Batch 1841/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.621, Loss: 0.555 Epoch 0 Batch 1842/2154 - Train Accuracy: 0.643, Validation Accuracy: 0.627, Loss: 0.614 Epoch 0 Batch 1843/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.625, Loss: 0.600 Epoch 0 Batch 1844/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.621, Loss: 0.512 Epoch 0 Batch 1845/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.625, Loss: 0.560 Epoch 0 Batch 1846/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.624, Loss: 0.558 Epoch 0 Batch 1847/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.617, Loss: 0.598 Epoch 0 Batch 1848/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.616, Loss: 0.535 Epoch 0 Batch 1849/2154 - Train Accuracy: 0.671, Validation Accuracy: 0.623, Loss: 0.537 Epoch 0 Batch 1850/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.615, Loss: 0.619 Epoch 0 Batch 1851/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.639, Loss: 0.538 Epoch 0 Batch 1852/2154 - Train Accuracy: 0.654, Validation Accuracy: 0.634, Loss: 0.514 Epoch 0 Batch 1853/2154 - Train Accuracy: 0.657, Validation Accuracy: 0.629, Loss: 0.562 Epoch 0 Batch 1854/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.634, Loss: 0.552 Epoch 0 Batch 1855/2154 - Train Accuracy: 0.631, Validation Accuracy: 0.630, Loss: 0.580 Epoch 0 Batch 1856/2154 - Train Accuracy: 0.558, Validation Accuracy: 0.617, Loss: 0.558 Epoch 0 Batch 1857/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.631, Loss: 0.584 Epoch 0 Batch 1858/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.633, Loss: 0.542 Epoch 0 Batch 1859/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.619, Loss: 0.564 Epoch 0 Batch 1860/2154 - Train Accuracy: 0.585, Validation Accuracy: 0.620, Loss: 0.594 Epoch 0 Batch 1861/2154 - Train Accuracy: 0.615, Validation Accuracy: 0.631, Loss: 0.573 Epoch 0 Batch 1862/2154 - Train Accuracy: 0.702, Validation Accuracy: 0.629, Loss: 0.523 Epoch 0 Batch 1863/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.627, Loss: 0.543 Epoch 0 Batch 1864/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.628, Loss: 0.534 Epoch 0 Batch 1865/2154 - Train Accuracy: 0.572, Validation Accuracy: 0.624, Loss: 0.567 Epoch 0 Batch 1866/2154 - Train Accuracy: 0.571, Validation Accuracy: 0.620, Loss: 0.576 Epoch 0 Batch 1867/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.624, Loss: 0.527 Epoch 0 Batch 1868/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.633, Loss: 0.578 Epoch 0 Batch 1869/2154 - Train Accuracy: 0.571, Validation Accuracy: 0.625, Loss: 0.574 Epoch 0 Batch 1870/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.626, Loss: 0.546 Epoch 0 Batch 1871/2154 - Train Accuracy: 0.657, Validation Accuracy: 0.624, Loss: 0.580 Epoch 0 Batch 1872/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.622, Loss: 0.558 Epoch 0 Batch 1873/2154 - Train Accuracy: 0.600, Validation Accuracy: 0.623, Loss: 0.587 Epoch 0 Batch 1874/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.622, Loss: 0.547 Epoch 0 Batch 1875/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.620, Loss: 0.534 Epoch 0 Batch 1876/2154 - Train Accuracy: 0.656, Validation Accuracy: 0.619, Loss: 0.585 Epoch 0 Batch 1877/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.619, Loss: 0.584 Epoch 0 Batch 1878/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.621, Loss: 0.615 Epoch 0 Batch 1879/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.624, Loss: 0.566 Epoch 0 Batch 1880/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.633, Loss: 0.548 Epoch 0 Batch 1881/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.640, Loss: 0.527 Epoch 0 Batch 1882/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.655, Loss: 0.545 Epoch 0 Batch 1883/2154 - Train Accuracy: 0.656, Validation Accuracy: 0.648, Loss: 0.507 Epoch 0 Batch 1884/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.633, Loss: 0.554 Epoch 0 Batch 1885/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.631, Loss: 0.608 Epoch 0 Batch 1886/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.631, Loss: 0.533 Epoch 0 Batch 1887/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.627, Loss: 0.582 Epoch 0 Batch 1888/2154 - Train Accuracy: 0.618, Validation Accuracy: 0.622, Loss: 0.563 Epoch 0 Batch 1889/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.634, Loss: 0.525 Epoch 0 Batch 1890/2154 - Train Accuracy: 0.671, Validation Accuracy: 0.638, Loss: 0.508 Epoch 0 Batch 1891/2154 - Train Accuracy: 0.685, Validation Accuracy: 0.642, Loss: 0.540 Epoch 0 Batch 1892/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.626, Loss: 0.534 Epoch 0 Batch 1893/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.624, Loss: 0.506 Epoch 0 Batch 1894/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.609, Loss: 0.554 Epoch 0 Batch 1895/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.616, Loss: 0.555 Epoch 0 Batch 1896/2154 - Train Accuracy: 0.588, Validation Accuracy: 0.632, Loss: 0.623 Epoch 0 Batch 1897/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.639, Loss: 0.551 Epoch 0 Batch 1898/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.630, Loss: 0.554 Epoch 0 Batch 1899/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.631, Loss: 0.518 Epoch 0 Batch 1900/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.634, Loss: 0.508 Epoch 0 Batch 1901/2154 - Train Accuracy: 0.599, Validation Accuracy: 0.634, Loss: 0.533 Epoch 0 Batch 1902/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.643, Loss: 0.503 Epoch 0 Batch 1903/2154 - Train Accuracy: 0.608, Validation Accuracy: 0.645, Loss: 0.529 Epoch 0 Batch 1904/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.646, Loss: 0.564 Epoch 0 Batch 1905/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.639, Loss: 0.545 Epoch 0 Batch 1906/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.635, Loss: 0.548 Epoch 0 Batch 1907/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.620, Loss: 0.529 Epoch 0 Batch 1908/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.621, Loss: 0.542 Epoch 0 Batch 1909/2154 - Train Accuracy: 0.552, Validation Accuracy: 0.616, Loss: 0.607 Epoch 0 Batch 1910/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.619, Loss: 0.536 Epoch 0 Batch 1911/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.611, Loss: 0.581 Epoch 0 Batch 1912/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.610, Loss: 0.512 Epoch 0 Batch 1913/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.623, Loss: 0.560 Epoch 0 Batch 1914/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.634, Loss: 0.539 Epoch 0 Batch 1915/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.632, Loss: 0.494 Epoch 0 Batch 1916/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.621, Loss: 0.545 Epoch 0 Batch 1917/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.622, Loss: 0.551 Epoch 0 Batch 1918/2154 - Train Accuracy: 0.624, Validation Accuracy: 0.626, Loss: 0.531 Epoch 0 Batch 1919/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.634, Loss: 0.525 Epoch 0 Batch 1920/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.633, Loss: 0.507 Epoch 0 Batch 1921/2154 - Train Accuracy: 0.685, Validation Accuracy: 0.623, Loss: 0.491 Epoch 0 Batch 1922/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.632, Loss: 0.582 Epoch 0 Batch 1923/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.635, Loss: 0.514 Epoch 0 Batch 1924/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.638, Loss: 0.581 Epoch 0 Batch 1925/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.641, Loss: 0.547 Epoch 0 Batch 1926/2154 - Train Accuracy: 0.658, Validation Accuracy: 0.641, Loss: 0.565 Epoch 0 Batch 1927/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.636, Loss: 0.584 Epoch 0 Batch 1928/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.634, Loss: 0.614 Epoch 0 Batch 1929/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.636, Loss: 0.519 Epoch 0 Batch 1930/2154 - Train Accuracy: 0.629, Validation Accuracy: 0.646, Loss: 0.542 Epoch 0 Batch 1931/2154 - Train Accuracy: 0.586, Validation Accuracy: 0.644, Loss: 0.554 Epoch 0 Batch 1932/2154 - Train Accuracy: 0.573, Validation Accuracy: 0.649, Loss: 0.587 Epoch 0 Batch 1933/2154 - Train Accuracy: 0.700, Validation Accuracy: 0.649, Loss: 0.496 Epoch 0 Batch 1934/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.629, Loss: 0.506 Epoch 0 Batch 1935/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.619, Loss: 0.524 Epoch 0 Batch 1936/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.624, Loss: 0.542 Epoch 0 Batch 1937/2154 - Train Accuracy: 0.599, Validation Accuracy: 0.629, Loss: 0.599 Epoch 0 Batch 1938/2154 - Train Accuracy: 0.597, Validation Accuracy: 0.623, Loss: 0.557 Epoch 0 Batch 1939/2154 - Train Accuracy: 0.604, Validation Accuracy: 0.629, Loss: 0.650 Epoch 0 Batch 1940/2154 - Train Accuracy: 0.706, Validation Accuracy: 0.610, Loss: 0.481 Epoch 0 Batch 1941/2154 - Train Accuracy: 0.671, Validation Accuracy: 0.612, Loss: 0.582 Epoch 0 Batch 1942/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.621, Loss: 0.546 Epoch 0 Batch 1943/2154 - Train Accuracy: 0.685, Validation Accuracy: 0.627, Loss: 0.506 Epoch 0 Batch 1944/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.622, Loss: 0.572 Epoch 0 Batch 1945/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.616, Loss: 0.495 Epoch 0 Batch 1946/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.619, Loss: 0.549 Epoch 0 Batch 1947/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.633, Loss: 0.499 Epoch 0 Batch 1948/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.630, Loss: 0.555 Epoch 0 Batch 1949/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.648, Loss: 0.536 Epoch 0 Batch 1950/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.665, Loss: 0.535 Epoch 0 Batch 1951/2154 - Train Accuracy: 0.657, Validation Accuracy: 0.657, Loss: 0.527 Epoch 0 Batch 1952/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.667, Loss: 0.455 Epoch 0 Batch 1953/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.658, Loss: 0.517 Epoch 0 Batch 1954/2154 - Train Accuracy: 0.613, Validation Accuracy: 0.644, Loss: 0.525 Epoch 0 Batch 1955/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.636, Loss: 0.524 Epoch 0 Batch 1956/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.642, Loss: 0.519 Epoch 0 Batch 1957/2154 - Train Accuracy: 0.726, Validation Accuracy: 0.649, Loss: 0.499 Epoch 0 Batch 1958/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.658, Loss: 0.536 Epoch 0 Batch 1959/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.656, Loss: 0.558 Epoch 0 Batch 1960/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.656, Loss: 0.584 Epoch 0 Batch 1961/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.637, Loss: 0.550 Epoch 0 Batch 1962/2154 - Train Accuracy: 0.680, Validation Accuracy: 0.633, Loss: 0.539 Epoch 0 Batch 1963/2154 - Train Accuracy: 0.721, Validation Accuracy: 0.647, Loss: 0.499 Epoch 0 Batch 1964/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.651, Loss: 0.552 Epoch 0 Batch 1965/2154 - Train Accuracy: 0.665, Validation Accuracy: 0.648, Loss: 0.547 Epoch 0 Batch 1966/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.653, Loss: 0.544 Epoch 0 Batch 1967/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.651, Loss: 0.535 Epoch 0 Batch 1968/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.653, Loss: 0.586 Epoch 0 Batch 1969/2154 - Train Accuracy: 0.679, Validation Accuracy: 0.649, Loss: 0.574 Epoch 0 Batch 1970/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.629, Loss: 0.550 Epoch 0 Batch 1971/2154 - Train Accuracy: 0.697, Validation Accuracy: 0.631, Loss: 0.529 Epoch 0 Batch 1972/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.617, Loss: 0.521 Epoch 0 Batch 1973/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.614, Loss: 0.537 Epoch 0 Batch 1974/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.623, Loss: 0.558 Epoch 0 Batch 1975/2154 - Train Accuracy: 0.570, Validation Accuracy: 0.640, Loss: 0.581 Epoch 0 Batch 1976/2154 - Train Accuracy: 0.704, Validation Accuracy: 0.639, Loss: 0.498 Epoch 0 Batch 1977/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.639, Loss: 0.563 Epoch 0 Batch 1978/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.637, Loss: 0.511 Epoch 0 Batch 1979/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.641, Loss: 0.570 Epoch 0 Batch 1980/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.641, Loss: 0.524 Epoch 0 Batch 1981/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.636, Loss: 0.574 Epoch 0 Batch 1982/2154 - Train Accuracy: 0.665, Validation Accuracy: 0.639, Loss: 0.552 Epoch 0 Batch 1983/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.646, Loss: 0.633 Epoch 0 Batch 1984/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.641, Loss: 0.541 Epoch 0 Batch 1985/2154 - Train Accuracy: 0.668, Validation Accuracy: 0.638, Loss: 0.530 Epoch 0 Batch 1986/2154 - Train Accuracy: 0.634, Validation Accuracy: 0.638, Loss: 0.534 Epoch 0 Batch 1987/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.641, Loss: 0.534 Epoch 0 Batch 1988/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.643, Loss: 0.514 Epoch 0 Batch 1989/2154 - Train Accuracy: 0.667, Validation Accuracy: 0.634, Loss: 0.545 Epoch 0 Batch 1990/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.646, Loss: 0.547 Epoch 0 Batch 1991/2154 - Train Accuracy: 0.682, Validation Accuracy: 0.648, Loss: 0.489 Epoch 0 Batch 1992/2154 - Train Accuracy: 0.706, Validation Accuracy: 0.631, Loss: 0.525 Epoch 0 Batch 1993/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.628, Loss: 0.482 Epoch 0 Batch 1994/2154 - Train Accuracy: 0.617, Validation Accuracy: 0.629, Loss: 0.562 Epoch 0 Batch 1995/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.633, Loss: 0.539 Epoch 0 Batch 1996/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.651, Loss: 0.535 Epoch 0 Batch 1997/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.650, Loss: 0.550 Epoch 0 Batch 1998/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.655, Loss: 0.506 Epoch 0 Batch 1999/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.641, Loss: 0.544 Epoch 0 Batch 2000/2154 - Train Accuracy: 0.649, Validation Accuracy: 0.639, Loss: 0.530 Epoch 0 Batch 2001/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.642, Loss: 0.510 Epoch 0 Batch 2002/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.645, Loss: 0.490 Epoch 0 Batch 2003/2154 - Train Accuracy: 0.598, Validation Accuracy: 0.647, Loss: 0.560 Epoch 0 Batch 2004/2154 - Train Accuracy: 0.679, Validation Accuracy: 0.641, Loss: 0.489 Epoch 0 Batch 2005/2154 - Train Accuracy: 0.700, Validation Accuracy: 0.654, Loss: 0.545 Epoch 0 Batch 2006/2154 - Train Accuracy: 0.690, Validation Accuracy: 0.652, Loss: 0.483 Epoch 0 Batch 2007/2154 - Train Accuracy: 0.676, Validation Accuracy: 0.650, Loss: 0.515 Epoch 0 Batch 2008/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.657, Loss: 0.522 Epoch 0 Batch 2009/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.645, Loss: 0.505 Epoch 0 Batch 2010/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.647, Loss: 0.609 Epoch 0 Batch 2011/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.646, Loss: 0.572 Epoch 0 Batch 2012/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.640, Loss: 0.509 Epoch 0 Batch 2013/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.665, Loss: 0.530 Epoch 0 Batch 2014/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.663, Loss: 0.500 Epoch 0 Batch 2015/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.662, Loss: 0.483 Epoch 0 Batch 2016/2154 - Train Accuracy: 0.726, Validation Accuracy: 0.651, Loss: 0.512 Epoch 0 Batch 2017/2154 - Train Accuracy: 0.688, Validation Accuracy: 0.653, Loss: 0.508 Epoch 0 Batch 2018/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.649, Loss: 0.599 Epoch 0 Batch 2019/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.656, Loss: 0.473 Epoch 0 Batch 2020/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.656, Loss: 0.507 Epoch 0 Batch 2021/2154 - Train Accuracy: 0.703, Validation Accuracy: 0.649, Loss: 0.535 Epoch 0 Batch 2022/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.648, Loss: 0.547 Epoch 0 Batch 2023/2154 - Train Accuracy: 0.590, Validation Accuracy: 0.651, Loss: 0.566 Epoch 0 Batch 2024/2154 - Train Accuracy: 0.690, Validation Accuracy: 0.651, Loss: 0.528 Epoch 0 Batch 2025/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.638, Loss: 0.523 Epoch 0 Batch 2026/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.634, Loss: 0.485 Epoch 0 Batch 2027/2154 - Train Accuracy: 0.668, Validation Accuracy: 0.633, Loss: 0.478 Epoch 0 Batch 2028/2154 - Train Accuracy: 0.667, Validation Accuracy: 0.623, Loss: 0.536 Epoch 0 Batch 2029/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.627, Loss: 0.543 Epoch 0 Batch 2030/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.637, Loss: 0.547 Epoch 0 Batch 2031/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.641, Loss: 0.547 Epoch 0 Batch 2032/2154 - Train Accuracy: 0.643, Validation Accuracy: 0.630, Loss: 0.626 Epoch 0 Batch 2033/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.641, Loss: 0.530 Epoch 0 Batch 2034/2154 - Train Accuracy: 0.610, Validation Accuracy: 0.630, Loss: 0.579 Epoch 0 Batch 2035/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.619, Loss: 0.520 Epoch 0 Batch 2036/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.621, Loss: 0.547 Epoch 0 Batch 2037/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.624, Loss: 0.514 Epoch 0 Batch 2038/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.627, Loss: 0.511 Epoch 0 Batch 2039/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.653, Loss: 0.599 Epoch 0 Batch 2040/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.661, Loss: 0.533 Epoch 0 Batch 2041/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.663, Loss: 0.514 Epoch 0 Batch 2042/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.667, Loss: 0.503 Epoch 0 Batch 2043/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.671, Loss: 0.527 Epoch 0 Batch 2044/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.675, Loss: 0.523 Epoch 0 Batch 2045/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.653, Loss: 0.458 Epoch 0 Batch 2046/2154 - Train Accuracy: 0.712, Validation Accuracy: 0.650, Loss: 0.547 Epoch 0 Batch 2047/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.657, Loss: 0.566 Epoch 0 Batch 2048/2154 - Train Accuracy: 0.656, Validation Accuracy: 0.654, Loss: 0.471 Epoch 0 Batch 2049/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.678, Loss: 0.526 Epoch 0 Batch 2050/2154 - Train Accuracy: 0.644, Validation Accuracy: 0.672, Loss: 0.598 Epoch 0 Batch 2051/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.661, Loss: 0.492 Epoch 0 Batch 2052/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.683, Loss: 0.568 Epoch 0 Batch 2053/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.670, Loss: 0.552 Epoch 0 Batch 2054/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.656, Loss: 0.462 Epoch 0 Batch 2055/2154 - Train Accuracy: 0.576, Validation Accuracy: 0.645, Loss: 0.611 Epoch 0 Batch 2056/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.645, Loss: 0.509 Epoch 0 Batch 2057/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.668, Loss: 0.491 Epoch 0 Batch 2058/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.671, Loss: 0.591 Epoch 0 Batch 2059/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.665, Loss: 0.498 Epoch 0 Batch 2060/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.675, Loss: 0.546 Epoch 0 Batch 2061/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.678, Loss: 0.546 Epoch 0 Batch 2062/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.663, Loss: 0.512 Epoch 0 Batch 2063/2154 - Train Accuracy: 0.657, Validation Accuracy: 0.668, Loss: 0.531 Epoch 0 Batch 2064/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.668, Loss: 0.536 Epoch 0 Batch 2065/2154 - Train Accuracy: 0.675, Validation Accuracy: 0.675, Loss: 0.517 Epoch 0 Batch 2066/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.657, Loss: 0.517 Epoch 0 Batch 2067/2154 - Train Accuracy: 0.602, Validation Accuracy: 0.646, Loss: 0.527 Epoch 0 Batch 2068/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.651, Loss: 0.503 Epoch 0 Batch 2069/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.686, Loss: 0.557 Epoch 0 Batch 2070/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.670, Loss: 0.518 Epoch 0 Batch 2071/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.657, Loss: 0.474 Epoch 0 Batch 2072/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.653, Loss: 0.531 Epoch 0 Batch 2073/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.653, Loss: 0.521 Epoch 0 Batch 2074/2154 - Train Accuracy: 0.622, Validation Accuracy: 0.675, Loss: 0.551 Epoch 0 Batch 2075/2154 - Train Accuracy: 0.656, Validation Accuracy: 0.647, Loss: 0.519 Epoch 0 Batch 2076/2154 - Train Accuracy: 0.627, Validation Accuracy: 0.622, Loss: 0.536 Epoch 0 Batch 2077/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.621, Loss: 0.554 Epoch 0 Batch 2078/2154 - Train Accuracy: 0.682, Validation Accuracy: 0.636, Loss: 0.505 Epoch 0 Batch 2079/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.638, Loss: 0.545 Epoch 0 Batch 2080/2154 - Train Accuracy: 0.644, Validation Accuracy: 0.638, Loss: 0.477 Epoch 0 Batch 2081/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.636, Loss: 0.591 Epoch 0 Batch 2082/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.638, Loss: 0.499 Epoch 0 Batch 2083/2154 - Train Accuracy: 0.603, Validation Accuracy: 0.644, Loss: 0.538 Epoch 0 Batch 2084/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.647, Loss: 0.515 Epoch 0 Batch 2085/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.641, Loss: 0.513 Epoch 0 Batch 2086/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.631, Loss: 0.527 Epoch 0 Batch 2087/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.625, Loss: 0.557 Epoch 0 Batch 2088/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.629, Loss: 0.556 Epoch 0 Batch 2089/2154 - Train Accuracy: 0.643, Validation Accuracy: 0.637, Loss: 0.563 Epoch 0 Batch 2090/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.641, Loss: 0.481 Epoch 0 Batch 2091/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.631, Loss: 0.544 Epoch 0 Batch 2092/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.646, Loss: 0.512 Epoch 0 Batch 2093/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.662, Loss: 0.462 Epoch 0 Batch 2094/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.648, Loss: 0.492 Epoch 0 Batch 2095/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.638, Loss: 0.505 Epoch 0 Batch 2096/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.646, Loss: 0.490 Epoch 0 Batch 2097/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.640, Loss: 0.533 Epoch 0 Batch 2098/2154 - Train Accuracy: 0.680, Validation Accuracy: 0.638, Loss: 0.514 Epoch 0 Batch 2099/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.642, Loss: 0.565 Epoch 0 Batch 2100/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.626, Loss: 0.494 Epoch 0 Batch 2101/2154 - Train Accuracy: 0.605, Validation Accuracy: 0.638, Loss: 0.525 Epoch 0 Batch 2102/2154 - Train Accuracy: 0.607, Validation Accuracy: 0.653, Loss: 0.519 Epoch 0 Batch 2103/2154 - Train Accuracy: 0.689, Validation Accuracy: 0.646, Loss: 0.476 Epoch 0 Batch 2104/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.631, Loss: 0.458 Epoch 0 Batch 2105/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.626, Loss: 0.522 Epoch 0 Batch 2106/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.635, Loss: 0.484 Epoch 0 Batch 2107/2154 - Train Accuracy: 0.620, Validation Accuracy: 0.636, Loss: 0.534 Epoch 0 Batch 2108/2154 - Train Accuracy: 0.657, Validation Accuracy: 0.639, Loss: 0.468 Epoch 0 Batch 2109/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.643, Loss: 0.497 Epoch 0 Batch 2110/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.653, Loss: 0.507 Epoch 0 Batch 2111/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.648, Loss: 0.499 Epoch 0 Batch 2112/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.645, Loss: 0.518 Epoch 0 Batch 2113/2154 - Train Accuracy: 0.711, Validation Accuracy: 0.647, Loss: 0.512 Epoch 0 Batch 2114/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.636, Loss: 0.509 Epoch 0 Batch 2115/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.635, Loss: 0.502 Epoch 0 Batch 2116/2154 - Train Accuracy: 0.619, Validation Accuracy: 0.638, Loss: 0.518 Epoch 0 Batch 2117/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.637, Loss: 0.530 Epoch 0 Batch 2118/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.638, Loss: 0.559 Epoch 0 Batch 2119/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.638, Loss: 0.583 Epoch 0 Batch 2120/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.641, Loss: 0.491 Epoch 0 Batch 2121/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.629, Loss: 0.481 Epoch 0 Batch 2122/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.635, Loss: 0.474 Epoch 0 Batch 2123/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.628, Loss: 0.524 Epoch 0 Batch 2124/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.616, Loss: 0.522 Epoch 0 Batch 2125/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.626, Loss: 0.524 Epoch 0 Batch 2126/2154 - Train Accuracy: 0.679, Validation Accuracy: 0.629, Loss: 0.489 Epoch 0 Batch 2127/2154 - Train Accuracy: 0.699, Validation Accuracy: 0.631, Loss: 0.506 Epoch 0 Batch 2128/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.633, Loss: 0.517 Epoch 0 Batch 2129/2154 - Train Accuracy: 0.701, Validation Accuracy: 0.634, Loss: 0.516 Epoch 0 Batch 2130/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.640, Loss: 0.511 Epoch 0 Batch 2131/2154 - Train Accuracy: 0.665, Validation Accuracy: 0.634, Loss: 0.477 Epoch 0 Batch 2132/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.639, Loss: 0.490 Epoch 0 Batch 2133/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.631, Loss: 0.478 Epoch 0 Batch 2134/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.638, Loss: 0.488 Epoch 0 Batch 2135/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.625, Loss: 0.534 Epoch 0 Batch 2136/2154 - Train Accuracy: 0.688, Validation Accuracy: 0.632, Loss: 0.516 Epoch 0 Batch 2137/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.634, Loss: 0.505 Epoch 0 Batch 2138/2154 - Train Accuracy: 0.700, Validation Accuracy: 0.638, Loss: 0.463 Epoch 0 Batch 2139/2154 - Train Accuracy: 0.675, Validation Accuracy: 0.634, Loss: 0.478 Epoch 0 Batch 2140/2154 - Train Accuracy: 0.699, Validation Accuracy: 0.638, Loss: 0.445 Epoch 0 Batch 2141/2154 - Train Accuracy: 0.616, Validation Accuracy: 0.636, Loss: 0.552 Epoch 0 Batch 2142/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.636, Loss: 0.482 Epoch 0 Batch 2143/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.641, Loss: 0.475 Epoch 0 Batch 2144/2154 - Train Accuracy: 0.611, Validation Accuracy: 0.642, Loss: 0.514 Epoch 0 Batch 2145/2154 - Train Accuracy: 0.675, Validation Accuracy: 0.643, Loss: 0.511 Epoch 0 Batch 2146/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.645, Loss: 0.496 Epoch 0 Batch 2147/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.642, Loss: 0.510 Epoch 0 Batch 2148/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.639, Loss: 0.528 Epoch 0 Batch 2149/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.658, Loss: 0.511 Epoch 0 Batch 2150/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.659, Loss: 0.527 Epoch 0 Batch 2151/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.657, Loss: 0.544 Epoch 0 Batch 2152/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.636, Loss: 0.572 Epoch 1 Batch 0/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.647, Loss: 0.472 Epoch 1 Batch 1/2154 - Train Accuracy: 0.644, Validation Accuracy: 0.640, Loss: 0.458 Epoch 1 Batch 2/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.631, Loss: 0.490 Epoch 1 Batch 3/2154 - Train Accuracy: 0.706, Validation Accuracy: 0.638, Loss: 0.511 Epoch 1 Batch 4/2154 - Train Accuracy: 0.702, Validation Accuracy: 0.645, Loss: 0.475 Epoch 1 Batch 5/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.641, Loss: 0.525 Epoch 1 Batch 6/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.638, Loss: 0.532 Epoch 1 Batch 7/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.665, Loss: 0.437 Epoch 1 Batch 8/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.668, Loss: 0.554 Epoch 1 Batch 9/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.666, Loss: 0.481 Epoch 1 Batch 10/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.667, Loss: 0.491 Epoch 1 Batch 11/2154 - Train Accuracy: 0.656, Validation Accuracy: 0.668, Loss: 0.564 Epoch 1 Batch 12/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.647, Loss: 0.509 Epoch 1 Batch 13/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.633, Loss: 0.495 Epoch 1 Batch 14/2154 - Train Accuracy: 0.658, Validation Accuracy: 0.646, Loss: 0.547 Epoch 1 Batch 15/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.644, Loss: 0.517 Epoch 1 Batch 16/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.641, Loss: 0.481 Epoch 1 Batch 17/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.655, Loss: 0.501 Epoch 1 Batch 18/2154 - Train Accuracy: 0.668, Validation Accuracy: 0.650, Loss: 0.453 Epoch 1 Batch 19/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.652, Loss: 0.489 Epoch 1 Batch 20/2154 - Train Accuracy: 0.689, Validation Accuracy: 0.647, Loss: 0.485 Epoch 1 Batch 21/2154 - Train Accuracy: 0.676, Validation Accuracy: 0.640, Loss: 0.493 Epoch 1 Batch 22/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.647, Loss: 0.538 Epoch 1 Batch 23/2154 - Train Accuracy: 0.644, Validation Accuracy: 0.656, Loss: 0.516 Epoch 1 Batch 24/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.669, Loss: 0.495 Epoch 1 Batch 25/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.662, Loss: 0.500 Epoch 1 Batch 26/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.638, Loss: 0.523 Epoch 1 Batch 27/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.614, Loss: 0.532 Epoch 1 Batch 28/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.638, Loss: 0.482 Epoch 1 Batch 29/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.637, Loss: 0.443 Epoch 1 Batch 30/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.631, Loss: 0.483 Epoch 1 Batch 31/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.679, Loss: 0.427 Epoch 1 Batch 32/2154 - Train Accuracy: 0.682, Validation Accuracy: 0.665, Loss: 0.522 Epoch 1 Batch 33/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.678, Loss: 0.517 Epoch 1 Batch 34/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.659, Loss: 0.511 Epoch 1 Batch 35/2154 - Train Accuracy: 0.735, Validation Accuracy: 0.673, Loss: 0.468 Epoch 1 Batch 36/2154 - Train Accuracy: 0.687, Validation Accuracy: 0.669, Loss: 0.496 Epoch 1 Batch 37/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.652, Loss: 0.525 Epoch 1 Batch 38/2154 - Train Accuracy: 0.706, Validation Accuracy: 0.652, Loss: 0.508 Epoch 1 Batch 39/2154 - Train Accuracy: 0.684, Validation Accuracy: 0.629, Loss: 0.497 Epoch 1 Batch 40/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.623, Loss: 0.517 Epoch 1 Batch 41/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.633, Loss: 0.477 Epoch 1 Batch 42/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.629, Loss: 0.483 Epoch 1 Batch 43/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.624, Loss: 0.521 Epoch 1 Batch 44/2154 - Train Accuracy: 0.580, Validation Accuracy: 0.631, Loss: 0.559 Epoch 1 Batch 45/2154 - Train Accuracy: 0.640, Validation Accuracy: 0.667, Loss: 0.519 Epoch 1 Batch 46/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.662, Loss: 0.522 Epoch 1 Batch 47/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.638, Loss: 0.468 Epoch 1 Batch 48/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.634, Loss: 0.528 Epoch 1 Batch 49/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.645, Loss: 0.475 Epoch 1 Batch 50/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.652, Loss: 0.525 Epoch 1 Batch 51/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.651, Loss: 0.452 Epoch 1 Batch 52/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.653, Loss: 0.457 Epoch 1 Batch 53/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.646, Loss: 0.489 Epoch 1 Batch 54/2154 - Train Accuracy: 0.548, Validation Accuracy: 0.637, Loss: 0.574 Epoch 1 Batch 55/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.638, Loss: 0.461 Epoch 1 Batch 56/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.645, Loss: 0.450 Epoch 1 Batch 57/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.640, Loss: 0.466 Epoch 1 Batch 58/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.639, Loss: 0.495 Epoch 1 Batch 59/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.636, Loss: 0.500 Epoch 1 Batch 60/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.651, Loss: 0.466 Epoch 1 Batch 61/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.629, Loss: 0.448 Epoch 1 Batch 62/2154 - Train Accuracy: 0.649, Validation Accuracy: 0.638, Loss: 0.500 Epoch 1 Batch 63/2154 - Train Accuracy: 0.678, Validation Accuracy: 0.660, Loss: 0.523 Epoch 1 Batch 64/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.664, Loss: 0.482 Epoch 1 Batch 65/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.654, Loss: 0.449 Epoch 1 Batch 66/2154 - Train Accuracy: 0.722, Validation Accuracy: 0.653, Loss: 0.457 Epoch 1 Batch 67/2154 - Train Accuracy: 0.630, Validation Accuracy: 0.634, Loss: 0.476 Epoch 1 Batch 68/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.653, Loss: 0.454 Epoch 1 Batch 69/2154 - Train Accuracy: 0.711, Validation Accuracy: 0.658, Loss: 0.455 Epoch 1 Batch 70/2154 - Train Accuracy: 0.623, Validation Accuracy: 0.651, Loss: 0.510 Epoch 1 Batch 71/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.658, Loss: 0.509 Epoch 1 Batch 72/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.658, Loss: 0.459 Epoch 1 Batch 73/2154 - Train Accuracy: 0.614, Validation Accuracy: 0.647, Loss: 0.481 Epoch 1 Batch 74/2154 - Train Accuracy: 0.680, Validation Accuracy: 0.655, Loss: 0.477 Epoch 1 Batch 75/2154 - Train Accuracy: 0.636, Validation Accuracy: 0.659, Loss: 0.546 Epoch 1 Batch 76/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.646, Loss: 0.459 Epoch 1 Batch 77/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.665, Loss: 0.566 Epoch 1 Batch 78/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.670, Loss: 0.495 Epoch 1 Batch 79/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.670, Loss: 0.511 Epoch 1 Batch 80/2154 - Train Accuracy: 0.625, Validation Accuracy: 0.670, Loss: 0.520 Epoch 1 Batch 81/2154 - Train Accuracy: 0.689, Validation Accuracy: 0.660, Loss: 0.516 Epoch 1 Batch 82/2154 - Train Accuracy: 0.718, Validation Accuracy: 0.665, Loss: 0.464 Epoch 1 Batch 83/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.669, Loss: 0.521 Epoch 1 Batch 84/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.663, Loss: 0.492 Epoch 1 Batch 85/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.658, Loss: 0.506 Epoch 1 Batch 86/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.673, Loss: 0.530 Epoch 1 Batch 87/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.662, Loss: 0.505 Epoch 1 Batch 88/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.665, Loss: 0.468 Epoch 1 Batch 89/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.682, Loss: 0.476 Epoch 1 Batch 90/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.685, Loss: 0.500 Epoch 1 Batch 91/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.682, Loss: 0.472 Epoch 1 Batch 92/2154 - Train Accuracy: 0.725, Validation Accuracy: 0.672, Loss: 0.488 Epoch 1 Batch 93/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.655, Loss: 0.487 Epoch 1 Batch 94/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.666, Loss: 0.530 Epoch 1 Batch 95/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.665, Loss: 0.486 Epoch 1 Batch 96/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.663, Loss: 0.530 Epoch 1 Batch 97/2154 - Train Accuracy: 0.703, Validation Accuracy: 0.672, Loss: 0.528 Epoch 1 Batch 98/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.671, Loss: 0.527 Epoch 1 Batch 99/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.674, Loss: 0.458 Epoch 1 Batch 100/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.670, Loss: 0.508 Epoch 1 Batch 101/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.691, Loss: 0.487 Epoch 1 Batch 102/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.678, Loss: 0.480 Epoch 1 Batch 103/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.679, Loss: 0.490 Epoch 1 Batch 104/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.677, Loss: 0.505 Epoch 1 Batch 105/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.668, Loss: 0.494 Epoch 1 Batch 106/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.668, Loss: 0.526 Epoch 1 Batch 107/2154 - Train Accuracy: 0.703, Validation Accuracy: 0.653, Loss: 0.514 Epoch 1 Batch 108/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.688, Loss: 0.521 Epoch 1 Batch 109/2154 - Train Accuracy: 0.621, Validation Accuracy: 0.673, Loss: 0.542 Epoch 1 Batch 110/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.636, Loss: 0.543 Epoch 1 Batch 111/2154 - Train Accuracy: 0.678, Validation Accuracy: 0.654, Loss: 0.476 Epoch 1 Batch 112/2154 - Train Accuracy: 0.685, Validation Accuracy: 0.653, Loss: 0.481 Epoch 1 Batch 113/2154 - Train Accuracy: 0.665, Validation Accuracy: 0.664, Loss: 0.456 Epoch 1 Batch 114/2154 - Train Accuracy: 0.680, Validation Accuracy: 0.665, Loss: 0.449 Epoch 1 Batch 115/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.675, Loss: 0.447 Epoch 1 Batch 116/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.671, Loss: 0.494 Epoch 1 Batch 117/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.674, Loss: 0.476 Epoch 1 Batch 118/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.673, Loss: 0.491 Epoch 1 Batch 119/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.677, Loss: 0.516 Epoch 1 Batch 120/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.675, Loss: 0.476 Epoch 1 Batch 121/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.685, Loss: 0.467 Epoch 1 Batch 122/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.678, Loss: 0.478 Epoch 1 Batch 123/2154 - Train Accuracy: 0.667, Validation Accuracy: 0.675, Loss: 0.511 Epoch 1 Batch 124/2154 - Train Accuracy: 0.697, Validation Accuracy: 0.687, Loss: 0.483 Epoch 1 Batch 125/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.683, Loss: 0.524 Epoch 1 Batch 126/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.678, Loss: 0.535 Epoch 1 Batch 127/2154 - Train Accuracy: 0.676, Validation Accuracy: 0.670, Loss: 0.463 Epoch 1 Batch 128/2154 - Train Accuracy: 0.700, Validation Accuracy: 0.669, Loss: 0.483 Epoch 1 Batch 129/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.649, Loss: 0.476 Epoch 1 Batch 130/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.659, Loss: 0.476 Epoch 1 Batch 131/2154 - Train Accuracy: 0.609, Validation Accuracy: 0.674, Loss: 0.482 Epoch 1 Batch 132/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.670, Loss: 0.484 Epoch 1 Batch 133/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.671, Loss: 0.450 Epoch 1 Batch 134/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.678, Loss: 0.487 Epoch 1 Batch 135/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.696, Loss: 0.532 Epoch 1 Batch 136/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.705, Loss: 0.459 Epoch 1 Batch 137/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.695, Loss: 0.528 Epoch 1 Batch 138/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.686, Loss: 0.469 Epoch 1 Batch 139/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.681, Loss: 0.485 Epoch 1 Batch 140/2154 - Train Accuracy: 0.665, Validation Accuracy: 0.656, Loss: 0.519 Epoch 1 Batch 141/2154 - Train Accuracy: 0.657, Validation Accuracy: 0.644, Loss: 0.476 Epoch 1 Batch 142/2154 - Train Accuracy: 0.644, Validation Accuracy: 0.641, Loss: 0.500 Epoch 1 Batch 143/2154 - Train Accuracy: 0.688, Validation Accuracy: 0.663, Loss: 0.456 Epoch 1 Batch 144/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.661, Loss: 0.456 Epoch 1 Batch 145/2154 - Train Accuracy: 0.678, Validation Accuracy: 0.671, Loss: 0.515 Epoch 1 Batch 146/2154 - Train Accuracy: 0.690, Validation Accuracy: 0.664, Loss: 0.481 Epoch 1 Batch 147/2154 - Train Accuracy: 0.632, Validation Accuracy: 0.665, Loss: 0.480 Epoch 1 Batch 148/2154 - Train Accuracy: 0.667, Validation Accuracy: 0.660, Loss: 0.496 Epoch 1 Batch 149/2154 - Train Accuracy: 0.690, Validation Accuracy: 0.655, Loss: 0.438 Epoch 1 Batch 150/2154 - Train Accuracy: 0.679, Validation Accuracy: 0.651, Loss: 0.433 Epoch 1 Batch 151/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.654, Loss: 0.496 Epoch 1 Batch 152/2154 - Train Accuracy: 0.687, Validation Accuracy: 0.651, Loss: 0.510 Epoch 1 Batch 153/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.658, Loss: 0.495 Epoch 1 Batch 154/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.656, Loss: 0.423 Epoch 1 Batch 155/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.663, Loss: 0.494 Epoch 1 Batch 156/2154 - Train Accuracy: 0.610, Validation Accuracy: 0.661, Loss: 0.476 Epoch 1 Batch 157/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.658, Loss: 0.483 Epoch 1 Batch 158/2154 - Train Accuracy: 0.626, Validation Accuracy: 0.660, Loss: 0.476 Epoch 1 Batch 159/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.656, Loss: 0.488 Epoch 1 Batch 160/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.658, Loss: 0.478 Epoch 1 Batch 161/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.655, Loss: 0.451 Epoch 1 Batch 162/2154 - Train Accuracy: 0.612, Validation Accuracy: 0.661, Loss: 0.511 Epoch 1 Batch 163/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.675, Loss: 0.431 Epoch 1 Batch 164/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.662, Loss: 0.478 Epoch 1 Batch 165/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.658, Loss: 0.413 Epoch 1 Batch 166/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.649, Loss: 0.478 Epoch 1 Batch 167/2154 - Train Accuracy: 0.656, Validation Accuracy: 0.651, Loss: 0.492 Epoch 1 Batch 168/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.653, Loss: 0.481 Epoch 1 Batch 169/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.661, Loss: 0.473 Epoch 1 Batch 170/2154 - Train Accuracy: 0.703, Validation Accuracy: 0.662, Loss: 0.444 Epoch 1 Batch 171/2154 - Train Accuracy: 0.702, Validation Accuracy: 0.656, Loss: 0.460 Epoch 1 Batch 172/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.657, Loss: 0.456 Epoch 1 Batch 173/2154 - Train Accuracy: 0.735, Validation Accuracy: 0.678, Loss: 0.474 Epoch 1 Batch 174/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.681, Loss: 0.457 Epoch 1 Batch 175/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.673, Loss: 0.476 Epoch 1 Batch 176/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.662, Loss: 0.532 Epoch 1 Batch 177/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.666, Loss: 0.463 Epoch 1 Batch 178/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.670, Loss: 0.471 Epoch 1 Batch 179/2154 - Train Accuracy: 0.682, Validation Accuracy: 0.682, Loss: 0.470 Epoch 1 Batch 180/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.680, Loss: 0.500 Epoch 1 Batch 181/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.663, Loss: 0.482 Epoch 1 Batch 182/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.673, Loss: 0.486 Epoch 1 Batch 183/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.675, Loss: 0.428 Epoch 1 Batch 184/2154 - Train Accuracy: 0.723, Validation Accuracy: 0.683, Loss: 0.493 Epoch 1 Batch 185/2154 - Train Accuracy: 0.645, Validation Accuracy: 0.667, Loss: 0.501 Epoch 1 Batch 186/2154 - Train Accuracy: 0.701, Validation Accuracy: 0.678, Loss: 0.469 Epoch 1 Batch 187/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.687, Loss: 0.497 Epoch 1 Batch 188/2154 - Train Accuracy: 0.732, Validation Accuracy: 0.676, Loss: 0.417 Epoch 1 Batch 189/2154 - Train Accuracy: 0.726, Validation Accuracy: 0.674, Loss: 0.428 Epoch 1 Batch 190/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.687, Loss: 0.424 Epoch 1 Batch 191/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.673, Loss: 0.491 Epoch 1 Batch 192/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.677, Loss: 0.485 Epoch 1 Batch 193/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.674, Loss: 0.452 Epoch 1 Batch 194/2154 - Train Accuracy: 0.654, Validation Accuracy: 0.679, Loss: 0.434 Epoch 1 Batch 195/2154 - Train Accuracy: 0.717, Validation Accuracy: 0.680, Loss: 0.467 Epoch 1 Batch 196/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.677, Loss: 0.422 Epoch 1 Batch 197/2154 - Train Accuracy: 0.741, Validation Accuracy: 0.683, Loss: 0.395 Epoch 1 Batch 198/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.680, Loss: 0.483 Epoch 1 Batch 199/2154 - Train Accuracy: 0.728, Validation Accuracy: 0.674, Loss: 0.496 Epoch 1 Batch 200/2154 - Train Accuracy: 0.668, Validation Accuracy: 0.694, Loss: 0.448 Epoch 1 Batch 201/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.692, Loss: 0.465 Epoch 1 Batch 202/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.688, Loss: 0.470 Epoch 1 Batch 203/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.681, Loss: 0.508 Epoch 1 Batch 204/2154 - Train Accuracy: 0.708, Validation Accuracy: 0.683, Loss: 0.471 Epoch 1 Batch 205/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.670, Loss: 0.424 Epoch 1 Batch 206/2154 - Train Accuracy: 0.710, Validation Accuracy: 0.668, Loss: 0.471 Epoch 1 Batch 207/2154 - Train Accuracy: 0.697, Validation Accuracy: 0.684, Loss: 0.508 Epoch 1 Batch 208/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.688, Loss: 0.497 Epoch 1 Batch 209/2154 - Train Accuracy: 0.682, Validation Accuracy: 0.670, Loss: 0.492 Epoch 1 Batch 210/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.688, Loss: 0.458 Epoch 1 Batch 211/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.695, Loss: 0.465 Epoch 1 Batch 212/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.677, Loss: 0.467 Epoch 1 Batch 213/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.666, Loss: 0.456 Epoch 1 Batch 214/2154 - Train Accuracy: 0.626, Validation Accuracy: 0.674, Loss: 0.547 Epoch 1 Batch 215/2154 - Train Accuracy: 0.690, Validation Accuracy: 0.661, Loss: 0.428 Epoch 1 Batch 216/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.673, Loss: 0.486 Epoch 1 Batch 217/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.676, Loss: 0.441 Epoch 1 Batch 218/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.666, Loss: 0.440 Epoch 1 Batch 219/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.668, Loss: 0.473 Epoch 1 Batch 220/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.670, Loss: 0.444 Epoch 1 Batch 221/2154 - Train Accuracy: 0.690, Validation Accuracy: 0.662, Loss: 0.455 Epoch 1 Batch 222/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.672, Loss: 0.428 Epoch 1 Batch 223/2154 - Train Accuracy: 0.678, Validation Accuracy: 0.668, Loss: 0.485 Epoch 1 Batch 224/2154 - Train Accuracy: 0.685, Validation Accuracy: 0.663, Loss: 0.466 Epoch 1 Batch 225/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.669, Loss: 0.461 Epoch 1 Batch 226/2154 - Train Accuracy: 0.678, Validation Accuracy: 0.669, Loss: 0.440 Epoch 1 Batch 227/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.675, Loss: 0.481 Epoch 1 Batch 228/2154 - Train Accuracy: 0.641, Validation Accuracy: 0.673, Loss: 0.488 Epoch 1 Batch 229/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.676, Loss: 0.457 Epoch 1 Batch 230/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.675, Loss: 0.428 Epoch 1 Batch 231/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.673, Loss: 0.492 Epoch 1 Batch 232/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.660, Loss: 0.474 Epoch 1 Batch 233/2154 - Train Accuracy: 0.633, Validation Accuracy: 0.673, Loss: 0.521 Epoch 1 Batch 234/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.665, Loss: 0.448 Epoch 1 Batch 235/2154 - Train Accuracy: 0.637, Validation Accuracy: 0.663, Loss: 0.472 Epoch 1 Batch 236/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.664, Loss: 0.471 Epoch 1 Batch 237/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.682, Loss: 0.491 Epoch 1 Batch 238/2154 - Train Accuracy: 0.706, Validation Accuracy: 0.666, Loss: 0.461 Epoch 1 Batch 239/2154 - Train Accuracy: 0.659, Validation Accuracy: 0.674, Loss: 0.450 Epoch 1 Batch 240/2154 - Train Accuracy: 0.678, Validation Accuracy: 0.659, Loss: 0.478 Epoch 1 Batch 241/2154 - Train Accuracy: 0.742, Validation Accuracy: 0.670, Loss: 0.498 Epoch 1 Batch 242/2154 - Train Accuracy: 0.675, Validation Accuracy: 0.661, Loss: 0.459 Epoch 1 Batch 243/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.658, Loss: 0.470 Epoch 1 Batch 244/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.671, Loss: 0.443 Epoch 1 Batch 245/2154 - Train Accuracy: 0.742, Validation Accuracy: 0.675, Loss: 0.461 Epoch 1 Batch 246/2154 - Train Accuracy: 0.718, Validation Accuracy: 0.680, Loss: 0.457 Epoch 1 Batch 247/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.697, Loss: 0.418 Epoch 1 Batch 248/2154 - Train Accuracy: 0.731, Validation Accuracy: 0.704, Loss: 0.405 Epoch 1 Batch 249/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.701, Loss: 0.482 Epoch 1 Batch 250/2154 - Train Accuracy: 0.685, Validation Accuracy: 0.702, Loss: 0.463 Epoch 1 Batch 251/2154 - Train Accuracy: 0.702, Validation Accuracy: 0.702, Loss: 0.419 Epoch 1 Batch 252/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.691, Loss: 0.484 Epoch 1 Batch 253/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.685, Loss: 0.463 Epoch 1 Batch 254/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.685, Loss: 0.404 Epoch 1 Batch 255/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.693, Loss: 0.436 Epoch 1 Batch 256/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.693, Loss: 0.460 Epoch 1 Batch 257/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.678, Loss: 0.469 Epoch 1 Batch 258/2154 - Train Accuracy: 0.747, Validation Accuracy: 0.680, Loss: 0.399 Epoch 1 Batch 259/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.659, Loss: 0.465 Epoch 1 Batch 260/2154 - Train Accuracy: 0.742, Validation Accuracy: 0.661, Loss: 0.451 Epoch 1 Batch 261/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.701, Loss: 0.435 Epoch 1 Batch 262/2154 - Train Accuracy: 0.718, Validation Accuracy: 0.674, Loss: 0.412 Epoch 1 Batch 263/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.668, Loss: 0.458 Epoch 1 Batch 264/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.663, Loss: 0.448 Epoch 1 Batch 265/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.669, Loss: 0.485 Epoch 1 Batch 266/2154 - Train Accuracy: 0.684, Validation Accuracy: 0.651, Loss: 0.423 Epoch 1 Batch 267/2154 - Train Accuracy: 0.667, Validation Accuracy: 0.659, Loss: 0.445 Epoch 1 Batch 268/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.653, Loss: 0.457 Epoch 1 Batch 269/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.656, Loss: 0.464 Epoch 1 Batch 270/2154 - Train Accuracy: 0.754, Validation Accuracy: 0.653, Loss: 0.416 Epoch 1 Batch 271/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.667, Loss: 0.477 Epoch 1 Batch 272/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.663, Loss: 0.448 Epoch 1 Batch 273/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.665, Loss: 0.439 Epoch 1 Batch 274/2154 - Train Accuracy: 0.714, Validation Accuracy: 0.664, Loss: 0.421 Epoch 1 Batch 275/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.668, Loss: 0.402 Epoch 1 Batch 276/2154 - Train Accuracy: 0.736, Validation Accuracy: 0.668, Loss: 0.415 Epoch 1 Batch 277/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.667, Loss: 0.465 Epoch 1 Batch 278/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.675, Loss: 0.431 Epoch 1 Batch 279/2154 - Train Accuracy: 0.717, Validation Accuracy: 0.678, Loss: 0.424 Epoch 1 Batch 280/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.692, Loss: 0.481 Epoch 1 Batch 281/2154 - Train Accuracy: 0.704, Validation Accuracy: 0.700, Loss: 0.481 Epoch 1 Batch 282/2154 - Train Accuracy: 0.736, Validation Accuracy: 0.697, Loss: 0.430 Epoch 1 Batch 283/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.685, Loss: 0.438 Epoch 1 Batch 284/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.690, Loss: 0.470 Epoch 1 Batch 285/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.692, Loss: 0.469 Epoch 1 Batch 286/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.689, Loss: 0.402 Epoch 1 Batch 287/2154 - Train Accuracy: 0.712, Validation Accuracy: 0.691, Loss: 0.484 Epoch 1 Batch 288/2154 - Train Accuracy: 0.653, Validation Accuracy: 0.671, Loss: 0.455 Epoch 1 Batch 289/2154 - Train Accuracy: 0.646, Validation Accuracy: 0.669, Loss: 0.475 Epoch 1 Batch 290/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.678, Loss: 0.448 Epoch 1 Batch 291/2154 - Train Accuracy: 0.711, Validation Accuracy: 0.666, Loss: 0.454 Epoch 1 Batch 292/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.664, Loss: 0.486 Epoch 1 Batch 293/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.655, Loss: 0.466 Epoch 1 Batch 294/2154 - Train Accuracy: 0.684, Validation Accuracy: 0.658, Loss: 0.496 Epoch 1 Batch 295/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.663, Loss: 0.429 Epoch 1 Batch 296/2154 - Train Accuracy: 0.664, Validation Accuracy: 0.668, Loss: 0.524 Epoch 1 Batch 297/2154 - Train Accuracy: 0.685, Validation Accuracy: 0.680, Loss: 0.423 Epoch 1 Batch 298/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.652, Loss: 0.462 Epoch 1 Batch 299/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.652, Loss: 0.417 Epoch 1 Batch 300/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.651, Loss: 0.484 Epoch 1 Batch 301/2154 - Train Accuracy: 0.675, Validation Accuracy: 0.652, Loss: 0.490 Epoch 1 Batch 302/2154 - Train Accuracy: 0.751, Validation Accuracy: 0.650, Loss: 0.391 Epoch 1 Batch 303/2154 - Train Accuracy: 0.708, Validation Accuracy: 0.662, Loss: 0.424 Epoch 1 Batch 304/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.673, Loss: 0.419 Epoch 1 Batch 305/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.667, Loss: 0.452 Epoch 1 Batch 306/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.666, Loss: 0.434 Epoch 1 Batch 307/2154 - Train Accuracy: 0.684, Validation Accuracy: 0.676, Loss: 0.528 Epoch 1 Batch 308/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.690, Loss: 0.432 Epoch 1 Batch 309/2154 - Train Accuracy: 0.688, Validation Accuracy: 0.695, Loss: 0.455 Epoch 1 Batch 310/2154 - Train Accuracy: 0.704, Validation Accuracy: 0.689, Loss: 0.459 Epoch 1 Batch 311/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.690, Loss: 0.408 Epoch 1 Batch 312/2154 - Train Accuracy: 0.697, Validation Accuracy: 0.693, Loss: 0.457 Epoch 1 Batch 313/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.697, Loss: 0.407 Epoch 1 Batch 314/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.692, Loss: 0.477 Epoch 1 Batch 315/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.687, Loss: 0.434 Epoch 1 Batch 316/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.676, Loss: 0.439 Epoch 1 Batch 317/2154 - Train Accuracy: 0.687, Validation Accuracy: 0.688, Loss: 0.424 Epoch 1 Batch 318/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.695, Loss: 0.503 Epoch 1 Batch 319/2154 - Train Accuracy: 0.701, Validation Accuracy: 0.690, Loss: 0.392 Epoch 1 Batch 320/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.685, Loss: 0.433 Epoch 1 Batch 321/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.677, Loss: 0.426 Epoch 1 Batch 322/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.688, Loss: 0.438 Epoch 1 Batch 323/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.673, Loss: 0.471 Epoch 1 Batch 324/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.673, Loss: 0.428 Epoch 1 Batch 325/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.679, Loss: 0.478 Epoch 1 Batch 326/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.670, Loss: 0.463 Epoch 1 Batch 327/2154 - Train Accuracy: 0.711, Validation Accuracy: 0.675, Loss: 0.468 Epoch 1 Batch 328/2154 - Train Accuracy: 0.735, Validation Accuracy: 0.687, Loss: 0.453 Epoch 1 Batch 329/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.703, Loss: 0.448 Epoch 1 Batch 330/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.702, Loss: 0.432 Epoch 1 Batch 331/2154 - Train Accuracy: 0.638, Validation Accuracy: 0.686, Loss: 0.451 Epoch 1 Batch 332/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.681, Loss: 0.430 Epoch 1 Batch 333/2154 - Train Accuracy: 0.717, Validation Accuracy: 0.714, Loss: 0.454 Epoch 1 Batch 334/2154 - Train Accuracy: 0.648, Validation Accuracy: 0.700, Loss: 0.489 Epoch 1 Batch 335/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.693, Loss: 0.421 Epoch 1 Batch 336/2154 - Train Accuracy: 0.671, Validation Accuracy: 0.699, Loss: 0.458 Epoch 1 Batch 337/2154 - Train Accuracy: 0.674, Validation Accuracy: 0.688, Loss: 0.490 Epoch 1 Batch 338/2154 - Train Accuracy: 0.714, Validation Accuracy: 0.703, Loss: 0.441 Epoch 1 Batch 339/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.707, Loss: 0.513 Epoch 1 Batch 340/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.685, Loss: 0.398 Epoch 1 Batch 341/2154 - Train Accuracy: 0.635, Validation Accuracy: 0.680, Loss: 0.533 Epoch 1 Batch 342/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.697, Loss: 0.431 Epoch 1 Batch 343/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.691, Loss: 0.422 Epoch 1 Batch 344/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.700, Loss: 0.429 Epoch 1 Batch 345/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.698, Loss: 0.447 Epoch 1 Batch 346/2154 - Train Accuracy: 0.751, Validation Accuracy: 0.699, Loss: 0.381 Epoch 1 Batch 347/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.698, Loss: 0.456 Epoch 1 Batch 348/2154 - Train Accuracy: 0.754, Validation Accuracy: 0.700, Loss: 0.462 Epoch 1 Batch 349/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.700, Loss: 0.405 Epoch 1 Batch 350/2154 - Train Accuracy: 0.711, Validation Accuracy: 0.700, Loss: 0.479 Epoch 1 Batch 351/2154 - Train Accuracy: 0.712, Validation Accuracy: 0.688, Loss: 0.427 Epoch 1 Batch 352/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.684, Loss: 0.433 Epoch 1 Batch 353/2154 - Train Accuracy: 0.671, Validation Accuracy: 0.678, Loss: 0.450 Epoch 1 Batch 354/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.680, Loss: 0.398 Epoch 1 Batch 355/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.676, Loss: 0.458 Epoch 1 Batch 356/2154 - Train Accuracy: 0.744, Validation Accuracy: 0.683, Loss: 0.452 Epoch 1 Batch 357/2154 - Train Accuracy: 0.751, Validation Accuracy: 0.686, Loss: 0.418 Epoch 1 Batch 358/2154 - Train Accuracy: 0.732, Validation Accuracy: 0.685, Loss: 0.413 Epoch 1 Batch 359/2154 - Train Accuracy: 0.717, Validation Accuracy: 0.703, Loss: 0.432 Epoch 1 Batch 360/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.697, Loss: 0.434 Epoch 1 Batch 361/2154 - Train Accuracy: 0.647, Validation Accuracy: 0.694, Loss: 0.463 Epoch 1 Batch 362/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.692, Loss: 0.411 Epoch 1 Batch 363/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.684, Loss: 0.452 Epoch 1 Batch 364/2154 - Train Accuracy: 0.639, Validation Accuracy: 0.689, Loss: 0.440 Epoch 1 Batch 365/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.688, Loss: 0.457 Epoch 1 Batch 366/2154 - Train Accuracy: 0.688, Validation Accuracy: 0.678, Loss: 0.443 Epoch 1 Batch 367/2154 - Train Accuracy: 0.703, Validation Accuracy: 0.685, Loss: 0.418 Epoch 1 Batch 368/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.694, Loss: 0.461 Epoch 1 Batch 369/2154 - Train Accuracy: 0.767, Validation Accuracy: 0.695, Loss: 0.360 Epoch 1 Batch 370/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.696, Loss: 0.439 Epoch 1 Batch 371/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.707, Loss: 0.426 Epoch 1 Batch 372/2154 - Train Accuracy: 0.655, Validation Accuracy: 0.704, Loss: 0.489 Epoch 1 Batch 373/2154 - Train Accuracy: 0.701, Validation Accuracy: 0.698, Loss: 0.453 Epoch 1 Batch 374/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.705, Loss: 0.418 Epoch 1 Batch 375/2154 - Train Accuracy: 0.663, Validation Accuracy: 0.689, Loss: 0.437 Epoch 1 Batch 376/2154 - Train Accuracy: 0.685, Validation Accuracy: 0.676, Loss: 0.426 Epoch 1 Batch 377/2154 - Train Accuracy: 0.688, Validation Accuracy: 0.683, Loss: 0.434 Epoch 1 Batch 378/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.685, Loss: 0.439 Epoch 1 Batch 379/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.673, Loss: 0.445 Epoch 1 Batch 380/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.690, Loss: 0.405 Epoch 1 Batch 381/2154 - Train Accuracy: 0.718, Validation Accuracy: 0.690, Loss: 0.461 Epoch 1 Batch 382/2154 - Train Accuracy: 0.726, Validation Accuracy: 0.678, Loss: 0.426 Epoch 1 Batch 383/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.681, Loss: 0.446 Epoch 1 Batch 384/2154 - Train Accuracy: 0.714, Validation Accuracy: 0.665, Loss: 0.381 Epoch 1 Batch 385/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.658, Loss: 0.437 Epoch 1 Batch 386/2154 - Train Accuracy: 0.708, Validation Accuracy: 0.675, Loss: 0.465 Epoch 1 Batch 387/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.665, Loss: 0.417 Epoch 1 Batch 388/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.663, Loss: 0.416 Epoch 1 Batch 389/2154 - Train Accuracy: 0.746, Validation Accuracy: 0.665, Loss: 0.429 Epoch 1 Batch 390/2154 - Train Accuracy: 0.700, Validation Accuracy: 0.678, Loss: 0.389 Epoch 1 Batch 391/2154 - Train Accuracy: 0.725, Validation Accuracy: 0.685, Loss: 0.407 Epoch 1 Batch 392/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.688, Loss: 0.424 Epoch 1 Batch 393/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.675, Loss: 0.409 Epoch 1 Batch 394/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.673, Loss: 0.410 Epoch 1 Batch 395/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.677, Loss: 0.402 Epoch 1 Batch 396/2154 - Train Accuracy: 0.690, Validation Accuracy: 0.667, Loss: 0.454 Epoch 1 Batch 397/2154 - Train Accuracy: 0.724, Validation Accuracy: 0.677, Loss: 0.417 Epoch 1 Batch 398/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.685, Loss: 0.414 Epoch 1 Batch 399/2154 - Train Accuracy: 0.723, Validation Accuracy: 0.690, Loss: 0.399 Epoch 1 Batch 400/2154 - Train Accuracy: 0.700, Validation Accuracy: 0.690, Loss: 0.400 Epoch 1 Batch 401/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.693, Loss: 0.444 Epoch 1 Batch 402/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.696, Loss: 0.441 Epoch 1 Batch 403/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.699, Loss: 0.384 Epoch 1 Batch 404/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.698, Loss: 0.393 Epoch 1 Batch 405/2154 - Train Accuracy: 0.731, Validation Accuracy: 0.701, Loss: 0.433 Epoch 1 Batch 406/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.697, Loss: 0.428 Epoch 1 Batch 407/2154 - Train Accuracy: 0.701, Validation Accuracy: 0.721, Loss: 0.427 Epoch 1 Batch 408/2154 - Train Accuracy: 0.673, Validation Accuracy: 0.714, Loss: 0.394 Epoch 1 Batch 409/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.713, Loss: 0.422 Epoch 1 Batch 410/2154 - Train Accuracy: 0.661, Validation Accuracy: 0.710, Loss: 0.454 Epoch 1 Batch 411/2154 - Train Accuracy: 0.700, Validation Accuracy: 0.692, Loss: 0.422 Epoch 1 Batch 412/2154 - Train Accuracy: 0.699, Validation Accuracy: 0.669, Loss: 0.432 Epoch 1 Batch 413/2154 - Train Accuracy: 0.717, Validation Accuracy: 0.669, Loss: 0.418 Epoch 1 Batch 414/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.692, Loss: 0.407 Epoch 1 Batch 415/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.699, Loss: 0.413 Epoch 1 Batch 416/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.700, Loss: 0.396 Epoch 1 Batch 417/2154 - Train Accuracy: 0.740, Validation Accuracy: 0.705, Loss: 0.398 Epoch 1 Batch 418/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.695, Loss: 0.448 Epoch 1 Batch 419/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.697, Loss: 0.442 Epoch 1 Batch 420/2154 - Train Accuracy: 0.703, Validation Accuracy: 0.703, Loss: 0.362 Epoch 1 Batch 421/2154 - Train Accuracy: 0.707, Validation Accuracy: 0.720, Loss: 0.422 Epoch 1 Batch 422/2154 - Train Accuracy: 0.660, Validation Accuracy: 0.697, Loss: 0.397 Epoch 1 Batch 423/2154 - Train Accuracy: 0.684, Validation Accuracy: 0.676, Loss: 0.413 Epoch 1 Batch 424/2154 - Train Accuracy: 0.679, Validation Accuracy: 0.668, Loss: 0.456 Epoch 1 Batch 425/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.688, Loss: 0.406 Epoch 1 Batch 426/2154 - Train Accuracy: 0.662, Validation Accuracy: 0.704, Loss: 0.386 Epoch 1 Batch 427/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.688, Loss: 0.381 Epoch 1 Batch 428/2154 - Train Accuracy: 0.657, Validation Accuracy: 0.683, Loss: 0.365 Epoch 1 Batch 429/2154 - Train Accuracy: 0.704, Validation Accuracy: 0.693, Loss: 0.383 Epoch 1 Batch 430/2154 - Train Accuracy: 0.650, Validation Accuracy: 0.674, Loss: 0.460 Epoch 1 Batch 431/2154 - Train Accuracy: 0.658, Validation Accuracy: 0.707, Loss: 0.450 Epoch 1 Batch 432/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.712, Loss: 0.449 Epoch 1 Batch 433/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.707, Loss: 0.460 Epoch 1 Batch 434/2154 - Train Accuracy: 0.722, Validation Accuracy: 0.710, Loss: 0.406 Epoch 1 Batch 435/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.697, Loss: 0.416 Epoch 1 Batch 436/2154 - Train Accuracy: 0.778, Validation Accuracy: 0.676, Loss: 0.399 Epoch 1 Batch 437/2154 - Train Accuracy: 0.646, Validation Accuracy: 0.698, Loss: 0.453 Epoch 1 Batch 438/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.705, Loss: 0.449 Epoch 1 Batch 439/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.716, Loss: 0.409 Epoch 1 Batch 440/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.722, Loss: 0.424 Epoch 1 Batch 441/2154 - Train Accuracy: 0.692, Validation Accuracy: 0.732, Loss: 0.418 Epoch 1 Batch 442/2154 - Train Accuracy: 0.740, Validation Accuracy: 0.723, Loss: 0.409 Epoch 1 Batch 443/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.708, Loss: 0.425 Epoch 1 Batch 444/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.717, Loss: 0.420 Epoch 1 Batch 445/2154 - Train Accuracy: 0.614, Validation Accuracy: 0.724, Loss: 0.473 Epoch 1 Batch 446/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.715, Loss: 0.429 Epoch 1 Batch 447/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.719, Loss: 0.405 Epoch 1 Batch 448/2154 - Train Accuracy: 0.708, Validation Accuracy: 0.722, Loss: 0.386 Epoch 1 Batch 449/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.711, Loss: 0.410 Epoch 1 Batch 450/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.719, Loss: 0.398 Epoch 1 Batch 451/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.726, Loss: 0.399 Epoch 1 Batch 452/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.734, Loss: 0.472 Epoch 1 Batch 453/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.723, Loss: 0.429 Epoch 1 Batch 454/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.708, Loss: 0.402 Epoch 1 Batch 455/2154 - Train Accuracy: 0.665, Validation Accuracy: 0.692, Loss: 0.423 Epoch 1 Batch 456/2154 - Train Accuracy: 0.687, Validation Accuracy: 0.701, Loss: 0.445 Epoch 1 Batch 457/2154 - Train Accuracy: 0.749, Validation Accuracy: 0.702, Loss: 0.393 Epoch 1 Batch 458/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.705, Loss: 0.405 Epoch 1 Batch 459/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.699, Loss: 0.416 Epoch 1 Batch 460/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.701, Loss: 0.398 Epoch 1 Batch 461/2154 - Train Accuracy: 0.728, Validation Accuracy: 0.679, Loss: 0.377 Epoch 1 Batch 462/2154 - Train Accuracy: 0.711, Validation Accuracy: 0.695, Loss: 0.434 Epoch 1 Batch 463/2154 - Train Accuracy: 0.704, Validation Accuracy: 0.710, Loss: 0.398 Epoch 1 Batch 464/2154 - Train Accuracy: 0.723, Validation Accuracy: 0.695, Loss: 0.471 Epoch 1 Batch 465/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.705, Loss: 0.437 Epoch 1 Batch 466/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.700, Loss: 0.416 Epoch 1 Batch 467/2154 - Train Accuracy: 0.721, Validation Accuracy: 0.696, Loss: 0.419 Epoch 1 Batch 468/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.704, Loss: 0.454 Epoch 1 Batch 469/2154 - Train Accuracy: 0.749, Validation Accuracy: 0.702, Loss: 0.423 Epoch 1 Batch 470/2154 - Train Accuracy: 0.642, Validation Accuracy: 0.710, Loss: 0.463 Epoch 1 Batch 471/2154 - Train Accuracy: 0.677, Validation Accuracy: 0.690, Loss: 0.448 Epoch 1 Batch 472/2154 - Train Accuracy: 0.756, Validation Accuracy: 0.690, Loss: 0.358 Epoch 1 Batch 473/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.697, Loss: 0.457 Epoch 1 Batch 474/2154 - Train Accuracy: 0.670, Validation Accuracy: 0.702, Loss: 0.428 Epoch 1 Batch 475/2154 - Train Accuracy: 0.711, Validation Accuracy: 0.696, Loss: 0.401 Epoch 1 Batch 476/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.706, Loss: 0.371 Epoch 1 Batch 477/2154 - Train Accuracy: 0.697, Validation Accuracy: 0.703, Loss: 0.435 Epoch 1 Batch 478/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.711, Loss: 0.409 Epoch 1 Batch 479/2154 - Train Accuracy: 0.751, Validation Accuracy: 0.696, Loss: 0.382 Epoch 1 Batch 480/2154 - Train Accuracy: 0.760, Validation Accuracy: 0.697, Loss: 0.358 Epoch 1 Batch 481/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.698, Loss: 0.393 Epoch 1 Batch 482/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.702, Loss: 0.391 Epoch 1 Batch 483/2154 - Train Accuracy: 0.723, Validation Accuracy: 0.703, Loss: 0.387 Epoch 1 Batch 484/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.707, Loss: 0.376 Epoch 1 Batch 485/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.711, Loss: 0.381 Epoch 1 Batch 486/2154 - Train Accuracy: 0.680, Validation Accuracy: 0.702, Loss: 0.416 Epoch 1 Batch 487/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.696, Loss: 0.440 Epoch 1 Batch 488/2154 - Train Accuracy: 0.718, Validation Accuracy: 0.712, Loss: 0.423 Epoch 1 Batch 489/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.711, Loss: 0.400 Epoch 1 Batch 490/2154 - Train Accuracy: 0.707, Validation Accuracy: 0.712, Loss: 0.424 Epoch 1 Batch 491/2154 - Train Accuracy: 0.679, Validation Accuracy: 0.717, Loss: 0.380 Epoch 1 Batch 492/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.702, Loss: 0.366 Epoch 1 Batch 493/2154 - Train Accuracy: 0.684, Validation Accuracy: 0.700, Loss: 0.388 Epoch 1 Batch 494/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.692, Loss: 0.433 Epoch 1 Batch 495/2154 - Train Accuracy: 0.754, Validation Accuracy: 0.708, Loss: 0.393 Epoch 1 Batch 496/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.692, Loss: 0.384 Epoch 1 Batch 497/2154 - Train Accuracy: 0.707, Validation Accuracy: 0.694, Loss: 0.413 Epoch 1 Batch 498/2154 - Train Accuracy: 0.735, Validation Accuracy: 0.695, Loss: 0.386 Epoch 1 Batch 499/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.712, Loss: 0.410 Epoch 1 Batch 500/2154 - Train Accuracy: 0.708, Validation Accuracy: 0.723, Loss: 0.405 Epoch 1 Batch 501/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.724, Loss: 0.433 Epoch 1 Batch 502/2154 - Train Accuracy: 0.688, Validation Accuracy: 0.714, Loss: 0.382 Epoch 1 Batch 503/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.717, Loss: 0.374 Epoch 1 Batch 504/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.707, Loss: 0.438 Epoch 1 Batch 505/2154 - Train Accuracy: 0.703, Validation Accuracy: 0.682, Loss: 0.398 Epoch 1 Batch 506/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.684, Loss: 0.386 Epoch 1 Batch 507/2154 - Train Accuracy: 0.749, Validation Accuracy: 0.707, Loss: 0.420 Epoch 1 Batch 508/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.707, Loss: 0.402 Epoch 1 Batch 509/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.720, Loss: 0.433 Epoch 1 Batch 510/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.718, Loss: 0.405 Epoch 1 Batch 511/2154 - Train Accuracy: 0.733, Validation Accuracy: 0.708, Loss: 0.407 Epoch 1 Batch 512/2154 - Train Accuracy: 0.750, Validation Accuracy: 0.689, Loss: 0.396 Epoch 1 Batch 513/2154 - Train Accuracy: 0.671, Validation Accuracy: 0.705, Loss: 0.458 Epoch 1 Batch 514/2154 - Train Accuracy: 0.744, Validation Accuracy: 0.716, Loss: 0.437 Epoch 1 Batch 515/2154 - Train Accuracy: 0.758, Validation Accuracy: 0.718, Loss: 0.383 Epoch 1 Batch 516/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.725, Loss: 0.407 Epoch 1 Batch 517/2154 - Train Accuracy: 0.760, Validation Accuracy: 0.732, Loss: 0.421 Epoch 1 Batch 518/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.717, Loss: 0.388 Epoch 1 Batch 519/2154 - Train Accuracy: 0.700, Validation Accuracy: 0.729, Loss: 0.448 Epoch 1 Batch 520/2154 - Train Accuracy: 0.702, Validation Accuracy: 0.715, Loss: 0.401 Epoch 1 Batch 521/2154 - Train Accuracy: 0.746, Validation Accuracy: 0.709, Loss: 0.400 Epoch 1 Batch 522/2154 - Train Accuracy: 0.728, Validation Accuracy: 0.711, Loss: 0.369 Epoch 1 Batch 523/2154 - Train Accuracy: 0.686, Validation Accuracy: 0.714, Loss: 0.416 Epoch 1 Batch 524/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.718, Loss: 0.378 Epoch 1 Batch 525/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.711, Loss: 0.379 Epoch 1 Batch 526/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.722, Loss: 0.388 Epoch 1 Batch 527/2154 - Train Accuracy: 0.724, Validation Accuracy: 0.724, Loss: 0.409 Epoch 1 Batch 528/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.705, Loss: 0.365 Epoch 1 Batch 529/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.707, Loss: 0.428 Epoch 1 Batch 530/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.710, Loss: 0.380 Epoch 1 Batch 531/2154 - Train Accuracy: 0.657, Validation Accuracy: 0.724, Loss: 0.429 Epoch 1 Batch 532/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.717, Loss: 0.381 Epoch 1 Batch 533/2154 - Train Accuracy: 0.696, Validation Accuracy: 0.697, Loss: 0.383 Epoch 1 Batch 534/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.698, Loss: 0.416 Epoch 1 Batch 535/2154 - Train Accuracy: 0.701, Validation Accuracy: 0.714, Loss: 0.417 Epoch 1 Batch 536/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.690, Loss: 0.360 Epoch 1 Batch 537/2154 - Train Accuracy: 0.721, Validation Accuracy: 0.700, Loss: 0.404 Epoch 1 Batch 538/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.699, Loss: 0.409 Epoch 1 Batch 539/2154 - Train Accuracy: 0.703, Validation Accuracy: 0.712, Loss: 0.455 Epoch 1 Batch 540/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.712, Loss: 0.422 Epoch 1 Batch 541/2154 - Train Accuracy: 0.697, Validation Accuracy: 0.706, Loss: 0.424 Epoch 1 Batch 542/2154 - Train Accuracy: 0.702, Validation Accuracy: 0.696, Loss: 0.409 Epoch 1 Batch 543/2154 - Train Accuracy: 0.725, Validation Accuracy: 0.712, Loss: 0.417 Epoch 1 Batch 544/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.710, Loss: 0.364 Epoch 1 Batch 545/2154 - Train Accuracy: 0.694, Validation Accuracy: 0.712, Loss: 0.471 Epoch 1 Batch 546/2154 - Train Accuracy: 0.723, Validation Accuracy: 0.717, Loss: 0.417 Epoch 1 Batch 547/2154 - Train Accuracy: 0.741, Validation Accuracy: 0.722, Loss: 0.364 Epoch 1 Batch 548/2154 - Train Accuracy: 0.704, Validation Accuracy: 0.701, Loss: 0.419 Epoch 1 Batch 549/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.695, Loss: 0.381 Epoch 1 Batch 550/2154 - Train Accuracy: 0.717, Validation Accuracy: 0.695, Loss: 0.385 Epoch 1 Batch 551/2154 - Train Accuracy: 0.706, Validation Accuracy: 0.699, Loss: 0.455 Epoch 1 Batch 552/2154 - Train Accuracy: 0.736, Validation Accuracy: 0.702, Loss: 0.338 Epoch 1 Batch 553/2154 - Train Accuracy: 0.646, Validation Accuracy: 0.730, Loss: 0.442 Epoch 1 Batch 554/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.724, Loss: 0.391 Epoch 1 Batch 555/2154 - Train Accuracy: 0.684, Validation Accuracy: 0.725, Loss: 0.395 Epoch 1 Batch 556/2154 - Train Accuracy: 0.767, Validation Accuracy: 0.700, Loss: 0.351 Epoch 1 Batch 557/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.710, Loss: 0.444 Epoch 1 Batch 558/2154 - Train Accuracy: 0.652, Validation Accuracy: 0.717, Loss: 0.434 Epoch 1 Batch 559/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.724, Loss: 0.447 Epoch 1 Batch 560/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.722, Loss: 0.428 Epoch 1 Batch 561/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.715, Loss: 0.398 Epoch 1 Batch 562/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.715, Loss: 0.408 Epoch 1 Batch 563/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.717, Loss: 0.419 Epoch 1 Batch 564/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.738, Loss: 0.407 Epoch 1 Batch 565/2154 - Train Accuracy: 0.750, Validation Accuracy: 0.729, Loss: 0.388 Epoch 1 Batch 566/2154 - Train Accuracy: 0.687, Validation Accuracy: 0.733, Loss: 0.428 Epoch 1 Batch 567/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.742, Loss: 0.396 Epoch 1 Batch 568/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.745, Loss: 0.393 Epoch 1 Batch 569/2154 - Train Accuracy: 0.707, Validation Accuracy: 0.746, Loss: 0.393 Epoch 1 Batch 570/2154 - Train Accuracy: 0.718, Validation Accuracy: 0.746, Loss: 0.434 Epoch 1 Batch 571/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.745, Loss: 0.359 Epoch 1 Batch 572/2154 - Train Accuracy: 0.731, Validation Accuracy: 0.735, Loss: 0.431 Epoch 1 Batch 573/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.739, Loss: 0.379 Epoch 1 Batch 574/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.759, Loss: 0.379 Epoch 1 Batch 575/2154 - Train Accuracy: 0.739, Validation Accuracy: 0.737, Loss: 0.368 Epoch 1 Batch 576/2154 - Train Accuracy: 0.761, Validation Accuracy: 0.718, Loss: 0.385 Epoch 1 Batch 577/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.719, Loss: 0.444 Epoch 1 Batch 578/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.736, Loss: 0.381 Epoch 1 Batch 579/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.718, Loss: 0.376 Epoch 1 Batch 580/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.715, Loss: 0.413 Epoch 1 Batch 581/2154 - Train Accuracy: 0.690, Validation Accuracy: 0.731, Loss: 0.429 Epoch 1 Batch 582/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.744, Loss: 0.422 Epoch 1 Batch 583/2154 - Train Accuracy: 0.706, Validation Accuracy: 0.727, Loss: 0.440 Epoch 1 Batch 584/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.732, Loss: 0.386 Epoch 1 Batch 585/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.724, Loss: 0.377 Epoch 1 Batch 586/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.717, Loss: 0.381 Epoch 1 Batch 587/2154 - Train Accuracy: 0.699, Validation Accuracy: 0.726, Loss: 0.439 Epoch 1 Batch 588/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.727, Loss: 0.423 Epoch 1 Batch 589/2154 - Train Accuracy: 0.711, Validation Accuracy: 0.737, Loss: 0.426 Epoch 1 Batch 590/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.730, Loss: 0.373 Epoch 1 Batch 591/2154 - Train Accuracy: 0.701, Validation Accuracy: 0.735, Loss: 0.381 Epoch 1 Batch 592/2154 - Train Accuracy: 0.731, Validation Accuracy: 0.728, Loss: 0.470 Epoch 1 Batch 593/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.734, Loss: 0.346 Epoch 1 Batch 594/2154 - Train Accuracy: 0.741, Validation Accuracy: 0.726, Loss: 0.394 Epoch 1 Batch 595/2154 - Train Accuracy: 0.724, Validation Accuracy: 0.727, Loss: 0.392 Epoch 1 Batch 596/2154 - Train Accuracy: 0.684, Validation Accuracy: 0.732, Loss: 0.439 Epoch 1 Batch 597/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.729, Loss: 0.391 Epoch 1 Batch 598/2154 - Train Accuracy: 0.683, Validation Accuracy: 0.730, Loss: 0.460 Epoch 1 Batch 599/2154 - Train Accuracy: 0.708, Validation Accuracy: 0.742, Loss: 0.422 Epoch 1 Batch 600/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.744, Loss: 0.352 Epoch 1 Batch 601/2154 - Train Accuracy: 0.779, Validation Accuracy: 0.742, Loss: 0.367 Epoch 1 Batch 602/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.741, Loss: 0.402 Epoch 1 Batch 603/2154 - Train Accuracy: 0.744, Validation Accuracy: 0.751, Loss: 0.390 Epoch 1 Batch 604/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.732, Loss: 0.372 Epoch 1 Batch 605/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.726, Loss: 0.393 Epoch 1 Batch 606/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.744, Loss: 0.365 Epoch 1 Batch 607/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.736, Loss: 0.359 Epoch 1 Batch 608/2154 - Train Accuracy: 0.733, Validation Accuracy: 0.737, Loss: 0.404 Epoch 1 Batch 609/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.732, Loss: 0.385 Epoch 1 Batch 610/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.727, Loss: 0.346 Epoch 1 Batch 611/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.728, Loss: 0.406 Epoch 1 Batch 612/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.753, Loss: 0.355 Epoch 1 Batch 613/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.722, Loss: 0.388 Epoch 1 Batch 614/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.720, Loss: 0.348 Epoch 1 Batch 615/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.720, Loss: 0.373 Epoch 1 Batch 616/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.733, Loss: 0.404 Epoch 1 Batch 617/2154 - Train Accuracy: 0.703, Validation Accuracy: 0.713, Loss: 0.368 Epoch 1 Batch 618/2154 - Train Accuracy: 0.704, Validation Accuracy: 0.692, Loss: 0.465 Epoch 1 Batch 619/2154 - Train Accuracy: 0.740, Validation Accuracy: 0.718, Loss: 0.365 Epoch 1 Batch 620/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.720, Loss: 0.361 Epoch 1 Batch 621/2154 - Train Accuracy: 0.680, Validation Accuracy: 0.726, Loss: 0.390 Epoch 1 Batch 622/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.719, Loss: 0.391 Epoch 1 Batch 623/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.712, Loss: 0.399 Epoch 1 Batch 624/2154 - Train Accuracy: 0.754, Validation Accuracy: 0.728, Loss: 0.371 Epoch 1 Batch 625/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.727, Loss: 0.407 Epoch 1 Batch 626/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.730, Loss: 0.417 Epoch 1 Batch 627/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.718, Loss: 0.379 Epoch 1 Batch 628/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.736, Loss: 0.364 Epoch 1 Batch 629/2154 - Train Accuracy: 0.693, Validation Accuracy: 0.724, Loss: 0.410 Epoch 1 Batch 630/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.725, Loss: 0.359 Epoch 1 Batch 631/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.729, Loss: 0.357 Epoch 1 Batch 632/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.734, Loss: 0.374 Epoch 1 Batch 633/2154 - Train Accuracy: 0.685, Validation Accuracy: 0.736, Loss: 0.359 Epoch 1 Batch 634/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.739, Loss: 0.366 Epoch 1 Batch 635/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.727, Loss: 0.414 Epoch 1 Batch 636/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.739, Loss: 0.416 Epoch 1 Batch 637/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.746, Loss: 0.378 Epoch 1 Batch 638/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.737, Loss: 0.375 Epoch 1 Batch 639/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.727, Loss: 0.428 Epoch 1 Batch 640/2154 - Train Accuracy: 0.698, Validation Accuracy: 0.726, Loss: 0.380 Epoch 1 Batch 641/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.737, Loss: 0.392 Epoch 1 Batch 642/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.737, Loss: 0.392 Epoch 1 Batch 643/2154 - Train Accuracy: 0.717, Validation Accuracy: 0.734, Loss: 0.389 Epoch 1 Batch 644/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.729, Loss: 0.388 Epoch 1 Batch 645/2154 - Train Accuracy: 0.739, Validation Accuracy: 0.724, Loss: 0.365 Epoch 1 Batch 646/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.729, Loss: 0.345 Epoch 1 Batch 647/2154 - Train Accuracy: 0.713, Validation Accuracy: 0.739, Loss: 0.425 Epoch 1 Batch 648/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.720, Loss: 0.347 Epoch 1 Batch 649/2154 - Train Accuracy: 0.744, Validation Accuracy: 0.737, Loss: 0.368 Epoch 1 Batch 650/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.749, Loss: 0.397 Epoch 1 Batch 651/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.739, Loss: 0.373 Epoch 1 Batch 652/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.735, Loss: 0.393 Epoch 1 Batch 653/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.729, Loss: 0.377 Epoch 1 Batch 654/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.731, Loss: 0.356 Epoch 1 Batch 655/2154 - Train Accuracy: 0.733, Validation Accuracy: 0.732, Loss: 0.408 Epoch 1 Batch 656/2154 - Train Accuracy: 0.747, Validation Accuracy: 0.725, Loss: 0.392 Epoch 1 Batch 657/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.725, Loss: 0.389 Epoch 1 Batch 658/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.715, Loss: 0.368 Epoch 1 Batch 659/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.739, Loss: 0.402 Epoch 1 Batch 660/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.730, Loss: 0.393 Epoch 1 Batch 661/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.727, Loss: 0.361 Epoch 1 Batch 662/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.751, Loss: 0.415 Epoch 1 Batch 663/2154 - Train Accuracy: 0.774, Validation Accuracy: 0.756, Loss: 0.401 Epoch 1 Batch 664/2154 - Train Accuracy: 0.732, Validation Accuracy: 0.761, Loss: 0.377 Epoch 1 Batch 665/2154 - Train Accuracy: 0.736, Validation Accuracy: 0.731, Loss: 0.340 Epoch 1 Batch 666/2154 - Train Accuracy: 0.741, Validation Accuracy: 0.734, Loss: 0.346 Epoch 1 Batch 667/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.736, Loss: 0.365 Epoch 1 Batch 668/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.739, Loss: 0.381 Epoch 1 Batch 669/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.742, Loss: 0.357 Epoch 1 Batch 670/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.742, Loss: 0.383 Epoch 1 Batch 671/2154 - Train Accuracy: 0.714, Validation Accuracy: 0.742, Loss: 0.410 Epoch 1 Batch 672/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.735, Loss: 0.308 Epoch 1 Batch 673/2154 - Train Accuracy: 0.728, Validation Accuracy: 0.732, Loss: 0.426 Epoch 1 Batch 674/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.728, Loss: 0.344 Epoch 1 Batch 675/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.731, Loss: 0.389 Epoch 1 Batch 676/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.722, Loss: 0.427 Epoch 1 Batch 677/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.731, Loss: 0.382 Epoch 1 Batch 678/2154 - Train Accuracy: 0.710, Validation Accuracy: 0.728, Loss: 0.441 Epoch 1 Batch 679/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.734, Loss: 0.352 Epoch 1 Batch 680/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.733, Loss: 0.356 Epoch 1 Batch 681/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.719, Loss: 0.354 Epoch 1 Batch 682/2154 - Train Accuracy: 0.750, Validation Accuracy: 0.724, Loss: 0.360 Epoch 1 Batch 683/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.719, Loss: 0.353 Epoch 1 Batch 684/2154 - Train Accuracy: 0.757, Validation Accuracy: 0.714, Loss: 0.466 Epoch 1 Batch 685/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.726, Loss: 0.367 Epoch 1 Batch 686/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.732, Loss: 0.350 Epoch 1 Batch 687/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.727, Loss: 0.401 Epoch 1 Batch 688/2154 - Train Accuracy: 0.765, Validation Accuracy: 0.710, Loss: 0.347 Epoch 1 Batch 689/2154 - Train Accuracy: 0.788, Validation Accuracy: 0.729, Loss: 0.351 Epoch 1 Batch 690/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.738, Loss: 0.396 Epoch 1 Batch 691/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.734, Loss: 0.350 Epoch 1 Batch 692/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.714, Loss: 0.343 Epoch 1 Batch 693/2154 - Train Accuracy: 0.725, Validation Accuracy: 0.722, Loss: 0.370 Epoch 1 Batch 694/2154 - Train Accuracy: 0.736, Validation Accuracy: 0.717, Loss: 0.372 Epoch 1 Batch 695/2154 - Train Accuracy: 0.742, Validation Accuracy: 0.711, Loss: 0.381 Epoch 1 Batch 696/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.732, Loss: 0.324 Epoch 1 Batch 697/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.733, Loss: 0.329 Epoch 1 Batch 698/2154 - Train Accuracy: 0.666, Validation Accuracy: 0.742, Loss: 0.389 Epoch 1 Batch 699/2154 - Train Accuracy: 0.740, Validation Accuracy: 0.763, Loss: 0.361 Epoch 1 Batch 700/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.751, Loss: 0.360 Epoch 1 Batch 701/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.722, Loss: 0.410 Epoch 1 Batch 702/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.687, Loss: 0.364 Epoch 1 Batch 703/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.678, Loss: 0.391 Epoch 1 Batch 704/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.733, Loss: 0.384 Epoch 1 Batch 705/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.747, Loss: 0.367 Epoch 1 Batch 706/2154 - Train Accuracy: 0.726, Validation Accuracy: 0.731, Loss: 0.377 Epoch 1 Batch 707/2154 - Train Accuracy: 0.749, Validation Accuracy: 0.741, Loss: 0.378 Epoch 1 Batch 708/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.728, Loss: 0.419 Epoch 1 Batch 709/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.722, Loss: 0.403 Epoch 1 Batch 710/2154 - Train Accuracy: 0.779, Validation Accuracy: 0.720, Loss: 0.349 Epoch 1 Batch 711/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.719, Loss: 0.377 Epoch 1 Batch 712/2154 - Train Accuracy: 0.726, Validation Accuracy: 0.712, Loss: 0.385 Epoch 1 Batch 713/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.729, Loss: 0.355 Epoch 1 Batch 714/2154 - Train Accuracy: 0.757, Validation Accuracy: 0.738, Loss: 0.389 Epoch 1 Batch 715/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.735, Loss: 0.350 Epoch 1 Batch 716/2154 - Train Accuracy: 0.705, Validation Accuracy: 0.737, Loss: 0.344 Epoch 1 Batch 717/2154 - Train Accuracy: 0.628, Validation Accuracy: 0.727, Loss: 0.403 Epoch 1 Batch 718/2154 - Train Accuracy: 0.746, Validation Accuracy: 0.733, Loss: 0.371 Epoch 1 Batch 719/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.732, Loss: 0.357 Epoch 1 Batch 720/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.727, Loss: 0.394 Epoch 1 Batch 721/2154 - Train Accuracy: 0.760, Validation Accuracy: 0.727, Loss: 0.374 Epoch 1 Batch 722/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.722, Loss: 0.391 Epoch 1 Batch 723/2154 - Train Accuracy: 0.779, Validation Accuracy: 0.735, Loss: 0.374 Epoch 1 Batch 724/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.733, Loss: 0.400 Epoch 1 Batch 725/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.739, Loss: 0.349 Epoch 1 Batch 726/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.722, Loss: 0.395 Epoch 1 Batch 727/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.730, Loss: 0.389 Epoch 1 Batch 728/2154 - Train Accuracy: 0.736, Validation Accuracy: 0.739, Loss: 0.348 Epoch 1 Batch 729/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.740, Loss: 0.337 Epoch 1 Batch 730/2154 - Train Accuracy: 0.646, Validation Accuracy: 0.736, Loss: 0.450 Epoch 1 Batch 731/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.731, Loss: 0.365 Epoch 1 Batch 732/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.732, Loss: 0.355 Epoch 1 Batch 733/2154 - Train Accuracy: 0.681, Validation Accuracy: 0.737, Loss: 0.357 Epoch 1 Batch 734/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.744, Loss: 0.385 Epoch 1 Batch 735/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.739, Loss: 0.320 Epoch 1 Batch 736/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.739, Loss: 0.316 Epoch 1 Batch 737/2154 - Train Accuracy: 0.782, Validation Accuracy: 0.739, Loss: 0.367 Epoch 1 Batch 738/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.729, Loss: 0.393 Epoch 1 Batch 739/2154 - Train Accuracy: 0.750, Validation Accuracy: 0.739, Loss: 0.329 Epoch 1 Batch 740/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.738, Loss: 0.344 Epoch 1 Batch 741/2154 - Train Accuracy: 0.760, Validation Accuracy: 0.733, Loss: 0.397 Epoch 1 Batch 742/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.714, Loss: 0.329 Epoch 1 Batch 743/2154 - Train Accuracy: 0.749, Validation Accuracy: 0.715, Loss: 0.371 Epoch 1 Batch 744/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.714, Loss: 0.351 Epoch 1 Batch 745/2154 - Train Accuracy: 0.796, Validation Accuracy: 0.724, Loss: 0.355 Epoch 1 Batch 746/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.740, Loss: 0.348 Epoch 1 Batch 747/2154 - Train Accuracy: 0.707, Validation Accuracy: 0.722, Loss: 0.378 Epoch 1 Batch 748/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.714, Loss: 0.329 Epoch 1 Batch 749/2154 - Train Accuracy: 0.712, Validation Accuracy: 0.756, Loss: 0.374 Epoch 1 Batch 750/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.744, Loss: 0.412 Epoch 1 Batch 751/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.717, Loss: 0.358 Epoch 1 Batch 752/2154 - Train Accuracy: 0.736, Validation Accuracy: 0.723, Loss: 0.345 Epoch 1 Batch 753/2154 - Train Accuracy: 0.750, Validation Accuracy: 0.730, Loss: 0.353 Epoch 1 Batch 754/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.732, Loss: 0.365 Epoch 1 Batch 755/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.744, Loss: 0.418 Epoch 1 Batch 756/2154 - Train Accuracy: 0.756, Validation Accuracy: 0.740, Loss: 0.345 Epoch 1 Batch 757/2154 - Train Accuracy: 0.747, Validation Accuracy: 0.740, Loss: 0.361 Epoch 1 Batch 758/2154 - Train Accuracy: 0.725, Validation Accuracy: 0.746, Loss: 0.342 Epoch 1 Batch 759/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.717, Loss: 0.379 Epoch 1 Batch 760/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.698, Loss: 0.386 Epoch 1 Batch 761/2154 - Train Accuracy: 0.783, Validation Accuracy: 0.700, Loss: 0.358 Epoch 1 Batch 762/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.698, Loss: 0.321 Epoch 1 Batch 763/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.747, Loss: 0.397 Epoch 1 Batch 764/2154 - Train Accuracy: 0.695, Validation Accuracy: 0.720, Loss: 0.372 Epoch 1 Batch 765/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.738, Loss: 0.416 Epoch 1 Batch 766/2154 - Train Accuracy: 0.767, Validation Accuracy: 0.739, Loss: 0.361 Epoch 1 Batch 767/2154 - Train Accuracy: 0.740, Validation Accuracy: 0.740, Loss: 0.371 Epoch 1 Batch 768/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.739, Loss: 0.377 Epoch 1 Batch 769/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.730, Loss: 0.377 Epoch 1 Batch 770/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.737, Loss: 0.319 Epoch 1 Batch 771/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.724, Loss: 0.372 Epoch 1 Batch 772/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.746, Loss: 0.316 Epoch 1 Batch 773/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.722, Loss: 0.337 Epoch 1 Batch 774/2154 - Train Accuracy: 0.726, Validation Accuracy: 0.734, Loss: 0.392 Epoch 1 Batch 775/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.748, Loss: 0.373 Epoch 1 Batch 776/2154 - Train Accuracy: 0.722, Validation Accuracy: 0.735, Loss: 0.344 Epoch 1 Batch 777/2154 - Train Accuracy: 0.735, Validation Accuracy: 0.727, Loss: 0.352 Epoch 1 Batch 778/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.705, Loss: 0.357 Epoch 1 Batch 779/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.714, Loss: 0.375 Epoch 1 Batch 780/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.740, Loss: 0.332 Epoch 1 Batch 781/2154 - Train Accuracy: 0.709, Validation Accuracy: 0.708, Loss: 0.371 Epoch 1 Batch 782/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.708, Loss: 0.398 Epoch 1 Batch 783/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.732, Loss: 0.329 Epoch 1 Batch 784/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.714, Loss: 0.417 Epoch 1 Batch 785/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.726, Loss: 0.360 Epoch 1 Batch 786/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.737, Loss: 0.324 Epoch 1 Batch 787/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.741, Loss: 0.363 Epoch 1 Batch 788/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.727, Loss: 0.353 Epoch 1 Batch 789/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.756, Loss: 0.394 Epoch 1 Batch 790/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.750, Loss: 0.351 Epoch 1 Batch 791/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.759, Loss: 0.351 Epoch 1 Batch 792/2154 - Train Accuracy: 0.761, Validation Accuracy: 0.757, Loss: 0.392 Epoch 1 Batch 793/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.739, Loss: 0.411 Epoch 1 Batch 794/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.746, Loss: 0.394 Epoch 1 Batch 795/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.757, Loss: 0.366 Epoch 1 Batch 796/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.751, Loss: 0.385 Epoch 1 Batch 797/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.762, Loss: 0.388 Epoch 1 Batch 798/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.769, Loss: 0.369 Epoch 1 Batch 799/2154 - Train Accuracy: 0.669, Validation Accuracy: 0.735, Loss: 0.374 Epoch 1 Batch 800/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.734, Loss: 0.354 Epoch 1 Batch 801/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.739, Loss: 0.380 Epoch 1 Batch 802/2154 - Train Accuracy: 0.765, Validation Accuracy: 0.761, Loss: 0.397 Epoch 1 Batch 803/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.736, Loss: 0.356 Epoch 1 Batch 804/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.727, Loss: 0.327 Epoch 1 Batch 805/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.727, Loss: 0.327 Epoch 1 Batch 806/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.726, Loss: 0.362 Epoch 1 Batch 807/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.744, Loss: 0.361 Epoch 1 Batch 808/2154 - Train Accuracy: 0.744, Validation Accuracy: 0.743, Loss: 0.408 Epoch 1 Batch 809/2154 - Train Accuracy: 0.790, Validation Accuracy: 0.746, Loss: 0.338 Epoch 1 Batch 810/2154 - Train Accuracy: 0.749, Validation Accuracy: 0.742, Loss: 0.338 Epoch 1 Batch 811/2154 - Train Accuracy: 0.733, Validation Accuracy: 0.747, Loss: 0.402 Epoch 1 Batch 812/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.743, Loss: 0.365 Epoch 1 Batch 813/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.746, Loss: 0.307 Epoch 1 Batch 814/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.754, Loss: 0.369 Epoch 1 Batch 815/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.745, Loss: 0.397 Epoch 1 Batch 816/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.741, Loss: 0.390 Epoch 1 Batch 817/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.756, Loss: 0.370 Epoch 1 Batch 818/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.757, Loss: 0.316 Epoch 1 Batch 819/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.749, Loss: 0.374 Epoch 1 Batch 820/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.749, Loss: 0.379 Epoch 1 Batch 821/2154 - Train Accuracy: 0.712, Validation Accuracy: 0.757, Loss: 0.376 Epoch 1 Batch 822/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.761, Loss: 0.367 Epoch 1 Batch 823/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.746, Loss: 0.348 Epoch 1 Batch 824/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.753, Loss: 0.409 Epoch 1 Batch 825/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.759, Loss: 0.343 Epoch 1 Batch 826/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.762, Loss: 0.346 Epoch 1 Batch 827/2154 - Train Accuracy: 0.740, Validation Accuracy: 0.751, Loss: 0.333 Epoch 1 Batch 828/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.751, Loss: 0.349 Epoch 1 Batch 829/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.759, Loss: 0.334 Epoch 1 Batch 830/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.765, Loss: 0.373 Epoch 1 Batch 831/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.759, Loss: 0.328 Epoch 1 Batch 832/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.739, Loss: 0.348 Epoch 1 Batch 833/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.741, Loss: 0.355 Epoch 1 Batch 834/2154 - Train Accuracy: 0.728, Validation Accuracy: 0.741, Loss: 0.350 Epoch 1 Batch 835/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.746, Loss: 0.385 Epoch 1 Batch 836/2154 - Train Accuracy: 0.747, Validation Accuracy: 0.734, Loss: 0.379 Epoch 1 Batch 837/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.747, Loss: 0.335 Epoch 1 Batch 838/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.741, Loss: 0.322 Epoch 1 Batch 839/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.767, Loss: 0.310 Epoch 1 Batch 840/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.766, Loss: 0.363 Epoch 1 Batch 841/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.763, Loss: 0.329 Epoch 1 Batch 842/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.768, Loss: 0.322 Epoch 1 Batch 843/2154 - Train Accuracy: 0.716, Validation Accuracy: 0.759, Loss: 0.379 Epoch 1 Batch 844/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.744, Loss: 0.337 Epoch 1 Batch 845/2154 - Train Accuracy: 0.724, Validation Accuracy: 0.747, Loss: 0.378 Epoch 1 Batch 846/2154 - Train Accuracy: 0.754, Validation Accuracy: 0.759, Loss: 0.325 Epoch 1 Batch 847/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.755, Loss: 0.328 Epoch 1 Batch 848/2154 - Train Accuracy: 0.782, Validation Accuracy: 0.756, Loss: 0.375 Epoch 1 Batch 849/2154 - Train Accuracy: 0.739, Validation Accuracy: 0.752, Loss: 0.375 Epoch 1 Batch 850/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.756, Loss: 0.305 Epoch 1 Batch 851/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.760, Loss: 0.313 Epoch 1 Batch 852/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.754, Loss: 0.343 Epoch 1 Batch 853/2154 - Train Accuracy: 0.757, Validation Accuracy: 0.763, Loss: 0.341 Epoch 1 Batch 854/2154 - Train Accuracy: 0.742, Validation Accuracy: 0.756, Loss: 0.390 Epoch 1 Batch 855/2154 - Train Accuracy: 0.728, Validation Accuracy: 0.760, Loss: 0.399 Epoch 1 Batch 856/2154 - Train Accuracy: 0.772, Validation Accuracy: 0.761, Loss: 0.304 Epoch 1 Batch 857/2154 - Train Accuracy: 0.735, Validation Accuracy: 0.749, Loss: 0.351 Epoch 1 Batch 858/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.746, Loss: 0.333 Epoch 1 Batch 859/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.739, Loss: 0.334 Epoch 1 Batch 860/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.731, Loss: 0.336 Epoch 1 Batch 861/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.729, Loss: 0.322 Epoch 1 Batch 862/2154 - Train Accuracy: 0.765, Validation Accuracy: 0.722, Loss: 0.324 Epoch 1 Batch 863/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.722, Loss: 0.311 Epoch 1 Batch 864/2154 - Train Accuracy: 0.724, Validation Accuracy: 0.714, Loss: 0.351 Epoch 1 Batch 865/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.707, Loss: 0.355 Epoch 1 Batch 866/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.710, Loss: 0.358 Epoch 1 Batch 867/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.741, Loss: 0.362 Epoch 1 Batch 868/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.741, Loss: 0.322 Epoch 1 Batch 869/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.733, Loss: 0.343 Epoch 1 Batch 870/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.741, Loss: 0.335 Epoch 1 Batch 871/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.717, Loss: 0.372 Epoch 1 Batch 872/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.705, Loss: 0.345 Epoch 1 Batch 873/2154 - Train Accuracy: 0.758, Validation Accuracy: 0.708, Loss: 0.320 Epoch 1 Batch 874/2154 - Train Accuracy: 0.788, Validation Accuracy: 0.745, Loss: 0.344 Epoch 1 Batch 875/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.746, Loss: 0.347 Epoch 1 Batch 876/2154 - Train Accuracy: 0.760, Validation Accuracy: 0.751, Loss: 0.359 Epoch 1 Batch 877/2154 - Train Accuracy: 0.697, Validation Accuracy: 0.751, Loss: 0.359 Epoch 1 Batch 878/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.767, Loss: 0.326 Epoch 1 Batch 879/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.763, Loss: 0.354 Epoch 1 Batch 880/2154 - Train Accuracy: 0.790, Validation Accuracy: 0.743, Loss: 0.375 Epoch 1 Batch 881/2154 - Train Accuracy: 0.782, Validation Accuracy: 0.756, Loss: 0.341 Epoch 1 Batch 882/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.741, Loss: 0.353 Epoch 1 Batch 883/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.752, Loss: 0.322 Epoch 1 Batch 884/2154 - Train Accuracy: 0.758, Validation Accuracy: 0.756, Loss: 0.340 Epoch 1 Batch 885/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.756, Loss: 0.334 Epoch 1 Batch 886/2154 - Train Accuracy: 0.732, Validation Accuracy: 0.759, Loss: 0.315 Epoch 1 Batch 887/2154 - Train Accuracy: 0.772, Validation Accuracy: 0.761, Loss: 0.321 Epoch 1 Batch 888/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.759, Loss: 0.363 Epoch 1 Batch 889/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.741, Loss: 0.340 Epoch 1 Batch 890/2154 - Train Accuracy: 0.767, Validation Accuracy: 0.744, Loss: 0.341 Epoch 1 Batch 891/2154 - Train Accuracy: 0.672, Validation Accuracy: 0.734, Loss: 0.396 Epoch 1 Batch 892/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.749, Loss: 0.305 Epoch 1 Batch 893/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.754, Loss: 0.332 Epoch 1 Batch 894/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.741, Loss: 0.290 Epoch 1 Batch 895/2154 - Train Accuracy: 0.732, Validation Accuracy: 0.739, Loss: 0.365 Epoch 1 Batch 896/2154 - Train Accuracy: 0.781, Validation Accuracy: 0.735, Loss: 0.354 Epoch 1 Batch 897/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.734, Loss: 0.387 Epoch 1 Batch 898/2154 - Train Accuracy: 0.772, Validation Accuracy: 0.733, Loss: 0.358 Epoch 1 Batch 899/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.734, Loss: 0.374 Epoch 1 Batch 900/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.743, Loss: 0.394 Epoch 1 Batch 901/2154 - Train Accuracy: 0.758, Validation Accuracy: 0.744, Loss: 0.328 Epoch 1 Batch 902/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.743, Loss: 0.364 Epoch 1 Batch 903/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.740, Loss: 0.366 Epoch 1 Batch 904/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.736, Loss: 0.330 Epoch 1 Batch 905/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.752, Loss: 0.325 Epoch 1 Batch 906/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.746, Loss: 0.376 Epoch 1 Batch 907/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.737, Loss: 0.314 Epoch 1 Batch 908/2154 - Train Accuracy: 0.747, Validation Accuracy: 0.731, Loss: 0.330 Epoch 1 Batch 909/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.741, Loss: 0.343 Epoch 1 Batch 910/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.742, Loss: 0.335 Epoch 1 Batch 911/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.741, Loss: 0.328 Epoch 1 Batch 912/2154 - Train Accuracy: 0.711, Validation Accuracy: 0.748, Loss: 0.371 Epoch 1 Batch 913/2154 - Train Accuracy: 0.751, Validation Accuracy: 0.734, Loss: 0.334 Epoch 1 Batch 914/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.748, Loss: 0.354 Epoch 1 Batch 915/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.756, Loss: 0.286 Epoch 1 Batch 916/2154 - Train Accuracy: 0.778, Validation Accuracy: 0.766, Loss: 0.340 Epoch 1 Batch 917/2154 - Train Accuracy: 0.735, Validation Accuracy: 0.769, Loss: 0.328 Epoch 1 Batch 918/2154 - Train Accuracy: 0.726, Validation Accuracy: 0.753, Loss: 0.361 Epoch 1 Batch 919/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.759, Loss: 0.352 Epoch 1 Batch 920/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.759, Loss: 0.294 Epoch 1 Batch 921/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.759, Loss: 0.345 Epoch 1 Batch 922/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.754, Loss: 0.393 Epoch 1 Batch 923/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.766, Loss: 0.336 Epoch 1 Batch 924/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.761, Loss: 0.321 Epoch 1 Batch 925/2154 - Train Accuracy: 0.761, Validation Accuracy: 0.756, Loss: 0.327 Epoch 1 Batch 926/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.758, Loss: 0.368 Epoch 1 Batch 927/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.761, Loss: 0.352 Epoch 1 Batch 928/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.769, Loss: 0.336 Epoch 1 Batch 929/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.765, Loss: 0.338 Epoch 1 Batch 930/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.765, Loss: 0.304 Epoch 1 Batch 931/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.766, Loss: 0.372 Epoch 1 Batch 932/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.761, Loss: 0.355 Epoch 1 Batch 933/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.750, Loss: 0.305 Epoch 1 Batch 934/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.756, Loss: 0.304 Epoch 1 Batch 935/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.753, Loss: 0.388 Epoch 1 Batch 936/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.762, Loss: 0.321 Epoch 1 Batch 937/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.751, Loss: 0.303 Epoch 1 Batch 938/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.758, Loss: 0.411 Epoch 1 Batch 939/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.735, Loss: 0.372 Epoch 1 Batch 940/2154 - Train Accuracy: 0.725, Validation Accuracy: 0.734, Loss: 0.331 Epoch 1 Batch 941/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.731, Loss: 0.341 Epoch 1 Batch 942/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.734, Loss: 0.329 Epoch 1 Batch 943/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.735, Loss: 0.341 Epoch 1 Batch 944/2154 - Train Accuracy: 0.774, Validation Accuracy: 0.734, Loss: 0.337 Epoch 1 Batch 945/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.738, Loss: 0.315 Epoch 1 Batch 946/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.729, Loss: 0.340 Epoch 1 Batch 947/2154 - Train Accuracy: 0.761, Validation Accuracy: 0.737, Loss: 0.355 Epoch 1 Batch 948/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.740, Loss: 0.350 Epoch 1 Batch 949/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.736, Loss: 0.331 Epoch 1 Batch 950/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.732, Loss: 0.353 Epoch 1 Batch 951/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.741, Loss: 0.331 Epoch 1 Batch 952/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.747, Loss: 0.349 Epoch 1 Batch 953/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.772, Loss: 0.330 Epoch 1 Batch 954/2154 - Train Accuracy: 0.781, Validation Accuracy: 0.769, Loss: 0.331 Epoch 1 Batch 955/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.742, Loss: 0.348 Epoch 1 Batch 956/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.719, Loss: 0.326 Epoch 1 Batch 957/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.719, Loss: 0.376 Epoch 1 Batch 958/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.756, Loss: 0.323 Epoch 1 Batch 959/2154 - Train Accuracy: 0.735, Validation Accuracy: 0.746, Loss: 0.347 Epoch 1 Batch 960/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.744, Loss: 0.326 Epoch 1 Batch 961/2154 - Train Accuracy: 0.733, Validation Accuracy: 0.741, Loss: 0.325 Epoch 1 Batch 962/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.758, Loss: 0.340 Epoch 1 Batch 963/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.758, Loss: 0.326 Epoch 1 Batch 964/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.764, Loss: 0.322 Epoch 1 Batch 965/2154 - Train Accuracy: 0.739, Validation Accuracy: 0.763, Loss: 0.376 Epoch 1 Batch 966/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.763, Loss: 0.326 Epoch 1 Batch 967/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.756, Loss: 0.320 Epoch 1 Batch 968/2154 - Train Accuracy: 0.772, Validation Accuracy: 0.759, Loss: 0.343 Epoch 1 Batch 969/2154 - Train Accuracy: 0.774, Validation Accuracy: 0.751, Loss: 0.315 Epoch 1 Batch 970/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.763, Loss: 0.363 Epoch 1 Batch 971/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.751, Loss: 0.330 Epoch 1 Batch 972/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.748, Loss: 0.322 Epoch 1 Batch 973/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.750, Loss: 0.305 Epoch 1 Batch 974/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.761, Loss: 0.353 Epoch 1 Batch 975/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.777, Loss: 0.345 Epoch 1 Batch 976/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.777, Loss: 0.343 Epoch 1 Batch 977/2154 - Train Accuracy: 0.774, Validation Accuracy: 0.768, Loss: 0.301 Epoch 1 Batch 978/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.755, Loss: 0.329 Epoch 1 Batch 979/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.760, Loss: 0.302 Epoch 1 Batch 980/2154 - Train Accuracy: 0.759, Validation Accuracy: 0.766, Loss: 0.308 Epoch 1 Batch 981/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.777, Loss: 0.358 Epoch 1 Batch 982/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.756, Loss: 0.349 Epoch 1 Batch 983/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.751, Loss: 0.312 Epoch 1 Batch 984/2154 - Train Accuracy: 0.730, Validation Accuracy: 0.751, Loss: 0.351 Epoch 1 Batch 985/2154 - Train Accuracy: 0.737, Validation Accuracy: 0.769, Loss: 0.334 Epoch 1 Batch 986/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.779, Loss: 0.353 Epoch 1 Batch 987/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.766, Loss: 0.301 Epoch 1 Batch 988/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.770, Loss: 0.305 Epoch 1 Batch 989/2154 - Train Accuracy: 0.782, Validation Accuracy: 0.771, Loss: 0.315 Epoch 1 Batch 990/2154 - Train Accuracy: 0.725, Validation Accuracy: 0.747, Loss: 0.297 Epoch 1 Batch 991/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.761, Loss: 0.320 Epoch 1 Batch 992/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.734, Loss: 0.334 Epoch 1 Batch 993/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.727, Loss: 0.335 Epoch 1 Batch 994/2154 - Train Accuracy: 0.749, Validation Accuracy: 0.729, Loss: 0.344 Epoch 1 Batch 995/2154 - Train Accuracy: 0.778, Validation Accuracy: 0.759, Loss: 0.348 Epoch 1 Batch 996/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.776, Loss: 0.358 Epoch 1 Batch 997/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.775, Loss: 0.300 Epoch 1 Batch 998/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.763, Loss: 0.336 Epoch 1 Batch 999/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.747, Loss: 0.332 Epoch 1 Batch 1000/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.744, Loss: 0.318 Epoch 1 Batch 1001/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.709, Loss: 0.301 Epoch 1 Batch 1002/2154 - Train Accuracy: 0.765, Validation Accuracy: 0.744, Loss: 0.339 Epoch 1 Batch 1003/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.766, Loss: 0.322 Epoch 1 Batch 1004/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.778, Loss: 0.313 Epoch 1 Batch 1005/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.772, Loss: 0.322 Epoch 1 Batch 1006/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.768, Loss: 0.326 Epoch 1 Batch 1007/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.765, Loss: 0.311 Epoch 1 Batch 1008/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.732, Loss: 0.327 Epoch 1 Batch 1009/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.755, Loss: 0.329 Epoch 1 Batch 1010/2154 - Train Accuracy: 0.778, Validation Accuracy: 0.744, Loss: 0.314 Epoch 1 Batch 1011/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.749, Loss: 0.294 Epoch 1 Batch 1012/2154 - Train Accuracy: 0.758, Validation Accuracy: 0.750, Loss: 0.283 Epoch 1 Batch 1013/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.756, Loss: 0.310 Epoch 1 Batch 1014/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.759, Loss: 0.331 Epoch 1 Batch 1015/2154 - Train Accuracy: 0.767, Validation Accuracy: 0.744, Loss: 0.359 Epoch 1 Batch 1016/2154 - Train Accuracy: 0.738, Validation Accuracy: 0.749, Loss: 0.291 Epoch 1 Batch 1017/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.763, Loss: 0.316 Epoch 1 Batch 1018/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.773, Loss: 0.336 Epoch 1 Batch 1019/2154 - Train Accuracy: 0.736, Validation Accuracy: 0.760, Loss: 0.341 Epoch 1 Batch 1020/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.768, Loss: 0.327 Epoch 1 Batch 1021/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.759, Loss: 0.335 Epoch 1 Batch 1022/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.763, Loss: 0.309 Epoch 1 Batch 1023/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.759, Loss: 0.330 Epoch 1 Batch 1024/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.755, Loss: 0.341 Epoch 1 Batch 1025/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.766, Loss: 0.298 Epoch 1 Batch 1026/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.736, Loss: 0.353 Epoch 1 Batch 1027/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.734, Loss: 0.314 Epoch 1 Batch 1028/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.758, Loss: 0.357 Epoch 1 Batch 1029/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.773, Loss: 0.330 Epoch 1 Batch 1030/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.743, Loss: 0.351 Epoch 1 Batch 1031/2154 - Train Accuracy: 0.759, Validation Accuracy: 0.742, Loss: 0.381 Epoch 1 Batch 1032/2154 - Train Accuracy: 0.783, Validation Accuracy: 0.734, Loss: 0.312 Epoch 1 Batch 1033/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.730, Loss: 0.304 Epoch 1 Batch 1034/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.750, Loss: 0.335 Epoch 1 Batch 1035/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.770, Loss: 0.334 Epoch 1 Batch 1036/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.762, Loss: 0.348 Epoch 1 Batch 1037/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.777, Loss: 0.306 Epoch 1 Batch 1038/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.757, Loss: 0.320 Epoch 1 Batch 1039/2154 - Train Accuracy: 0.778, Validation Accuracy: 0.745, Loss: 0.368 Epoch 1 Batch 1040/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.768, Loss: 0.300 Epoch 1 Batch 1041/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.754, Loss: 0.313 Epoch 1 Batch 1042/2154 - Train Accuracy: 0.759, Validation Accuracy: 0.751, Loss: 0.302 Epoch 1 Batch 1043/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.754, Loss: 0.293 Epoch 1 Batch 1044/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.764, Loss: 0.328 Epoch 1 Batch 1045/2154 - Train Accuracy: 0.739, Validation Accuracy: 0.751, Loss: 0.363 Epoch 1 Batch 1046/2154 - Train Accuracy: 0.691, Validation Accuracy: 0.751, Loss: 0.352 Epoch 1 Batch 1047/2154 - Train Accuracy: 0.788, Validation Accuracy: 0.744, Loss: 0.338 Epoch 1 Batch 1048/2154 - Train Accuracy: 0.740, Validation Accuracy: 0.757, Loss: 0.336 Epoch 1 Batch 1049/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.756, Loss: 0.326 Epoch 1 Batch 1050/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.773, Loss: 0.362 Epoch 1 Batch 1051/2154 - Train Accuracy: 0.757, Validation Accuracy: 0.765, Loss: 0.316 Epoch 1 Batch 1052/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.764, Loss: 0.329 Epoch 1 Batch 1053/2154 - Train Accuracy: 0.779, Validation Accuracy: 0.763, Loss: 0.319 Epoch 1 Batch 1054/2154 - Train Accuracy: 0.759, Validation Accuracy: 0.752, Loss: 0.323 Epoch 1 Batch 1055/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.765, Loss: 0.321 Epoch 1 Batch 1056/2154 - Train Accuracy: 0.731, Validation Accuracy: 0.746, Loss: 0.348 Epoch 1 Batch 1057/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.747, Loss: 0.315 Epoch 1 Batch 1058/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.754, Loss: 0.310 Epoch 1 Batch 1059/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.749, Loss: 0.308 Epoch 1 Batch 1060/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.751, Loss: 0.344 Epoch 1 Batch 1061/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.748, Loss: 0.343 Epoch 1 Batch 1062/2154 - Train Accuracy: 0.761, Validation Accuracy: 0.747, Loss: 0.309 Epoch 1 Batch 1063/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.749, Loss: 0.339 Epoch 1 Batch 1064/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.759, Loss: 0.295 Epoch 1 Batch 1065/2154 - Train Accuracy: 0.735, Validation Accuracy: 0.753, Loss: 0.349 Epoch 1 Batch 1066/2154 - Train Accuracy: 0.744, Validation Accuracy: 0.764, Loss: 0.339 Epoch 1 Batch 1067/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.761, Loss: 0.352 Epoch 1 Batch 1068/2154 - Train Accuracy: 0.739, Validation Accuracy: 0.772, Loss: 0.338 Epoch 1 Batch 1069/2154 - Train Accuracy: 0.774, Validation Accuracy: 0.776, Loss: 0.331 Epoch 1 Batch 1070/2154 - Train Accuracy: 0.765, Validation Accuracy: 0.772, Loss: 0.319 Epoch 1 Batch 1071/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.773, Loss: 0.331 Epoch 1 Batch 1072/2154 - Train Accuracy: 0.781, Validation Accuracy: 0.769, Loss: 0.341 Epoch 1 Batch 1073/2154 - Train Accuracy: 0.757, Validation Accuracy: 0.747, Loss: 0.317 Epoch 1 Batch 1074/2154 - Train Accuracy: 0.783, Validation Accuracy: 0.748, Loss: 0.359 Epoch 1 Batch 1075/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.760, Loss: 0.312 Epoch 1 Batch 1076/2154 - Train Accuracy: 0.740, Validation Accuracy: 0.766, Loss: 0.345 Epoch 1 Batch 1077/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.752, Loss: 0.269 Epoch 1 Batch 1078/2154 - Train Accuracy: 0.782, Validation Accuracy: 0.761, Loss: 0.324 Epoch 1 Batch 1079/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.759, Loss: 0.356 Epoch 1 Batch 1080/2154 - Train Accuracy: 0.742, Validation Accuracy: 0.745, Loss: 0.303 Epoch 1 Batch 1081/2154 - Train Accuracy: 0.790, Validation Accuracy: 0.735, Loss: 0.299 Epoch 1 Batch 1082/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.746, Loss: 0.309 Epoch 1 Batch 1083/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.743, Loss: 0.294 Epoch 1 Batch 1084/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.743, Loss: 0.316 Epoch 1 Batch 1085/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.744, Loss: 0.313 Epoch 1 Batch 1086/2154 - Train Accuracy: 0.715, Validation Accuracy: 0.724, Loss: 0.347 Epoch 1 Batch 1087/2154 - Train Accuracy: 0.759, Validation Accuracy: 0.713, Loss: 0.351 Epoch 1 Batch 1088/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.752, Loss: 0.286 Epoch 1 Batch 1089/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.766, Loss: 0.313 Epoch 1 Batch 1090/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.764, Loss: 0.318 Epoch 1 Batch 1091/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.765, Loss: 0.368 Epoch 1 Batch 1092/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.781, Loss: 0.334 Epoch 1 Batch 1093/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.754, Loss: 0.361 Epoch 1 Batch 1094/2154 - Train Accuracy: 0.796, Validation Accuracy: 0.741, Loss: 0.321 Epoch 1 Batch 1095/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.738, Loss: 0.282 Epoch 1 Batch 1096/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.752, Loss: 0.356 Epoch 1 Batch 1097/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.759, Loss: 0.347 Epoch 1 Batch 1098/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.766, Loss: 0.318 Epoch 1 Batch 1099/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.763, Loss: 0.350 Epoch 1 Batch 1100/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.766, Loss: 0.339 Epoch 1 Batch 1101/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.764, Loss: 0.330 Epoch 1 Batch 1102/2154 - Train Accuracy: 0.712, Validation Accuracy: 0.763, Loss: 0.374 Epoch 1 Batch 1103/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.763, Loss: 0.330 Epoch 1 Batch 1104/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.751, Loss: 0.349 Epoch 1 Batch 1105/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.734, Loss: 0.297 Epoch 1 Batch 1106/2154 - Train Accuracy: 0.741, Validation Accuracy: 0.744, Loss: 0.363 Epoch 1 Batch 1107/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.738, Loss: 0.292 Epoch 1 Batch 1108/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.748, Loss: 0.371 Epoch 1 Batch 1109/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.763, Loss: 0.296 Epoch 1 Batch 1110/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.740, Loss: 0.339 Epoch 1 Batch 1111/2154 - Train Accuracy: 0.742, Validation Accuracy: 0.739, Loss: 0.349 Epoch 1 Batch 1112/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.752, Loss: 0.285 Epoch 1 Batch 1113/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.732, Loss: 0.303 Epoch 1 Batch 1114/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.721, Loss: 0.310 Epoch 1 Batch 1115/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.722, Loss: 0.329 Epoch 1 Batch 1116/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.734, Loss: 0.301 Epoch 1 Batch 1117/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.749, Loss: 0.309 Epoch 1 Batch 1118/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.729, Loss: 0.307 Epoch 1 Batch 1119/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.733, Loss: 0.335 Epoch 1 Batch 1120/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.761, Loss: 0.300 Epoch 1 Batch 1121/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.761, Loss: 0.318 Epoch 1 Batch 1122/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.768, Loss: 0.275 Epoch 1 Batch 1123/2154 - Train Accuracy: 0.790, Validation Accuracy: 0.769, Loss: 0.300 Epoch 1 Batch 1124/2154 - Train Accuracy: 0.761, Validation Accuracy: 0.771, Loss: 0.335 Epoch 1 Batch 1125/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.769, Loss: 0.299 Epoch 1 Batch 1126/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.776, Loss: 0.312 Epoch 1 Batch 1127/2154 - Train Accuracy: 0.728, Validation Accuracy: 0.777, Loss: 0.349 Epoch 1 Batch 1128/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.788, Loss: 0.310 Epoch 1 Batch 1129/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.781, Loss: 0.342 Epoch 1 Batch 1130/2154 - Train Accuracy: 0.767, Validation Accuracy: 0.778, Loss: 0.339 Epoch 1 Batch 1131/2154 - Train Accuracy: 0.760, Validation Accuracy: 0.775, Loss: 0.339 Epoch 1 Batch 1132/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.763, Loss: 0.311 Epoch 1 Batch 1133/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.772, Loss: 0.337 Epoch 1 Batch 1134/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.770, Loss: 0.328 Epoch 1 Batch 1135/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.768, Loss: 0.317 Epoch 1 Batch 1136/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.753, Loss: 0.306 Epoch 1 Batch 1137/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.739, Loss: 0.290 Epoch 1 Batch 1138/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.751, Loss: 0.309 Epoch 1 Batch 1139/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.757, Loss: 0.298 Epoch 1 Batch 1140/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.775, Loss: 0.316 Epoch 1 Batch 1141/2154 - Train Accuracy: 0.758, Validation Accuracy: 0.779, Loss: 0.318 Epoch 1 Batch 1142/2154 - Train Accuracy: 0.779, Validation Accuracy: 0.763, Loss: 0.349 Epoch 1 Batch 1143/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.744, Loss: 0.321 Epoch 1 Batch 1144/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.743, Loss: 0.275 Epoch 1 Batch 1145/2154 - Train Accuracy: 0.719, Validation Accuracy: 0.750, Loss: 0.322 Epoch 1 Batch 1146/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.776, Loss: 0.284 Epoch 1 Batch 1147/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.783, Loss: 0.335 Epoch 1 Batch 1148/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.788, Loss: 0.342 Epoch 1 Batch 1149/2154 - Train Accuracy: 0.783, Validation Accuracy: 0.775, Loss: 0.324 Epoch 1 Batch 1150/2154 - Train Accuracy: 0.746, Validation Accuracy: 0.788, Loss: 0.309 Epoch 1 Batch 1151/2154 - Train Accuracy: 0.750, Validation Accuracy: 0.787, Loss: 0.336 Epoch 1 Batch 1152/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.788, Loss: 0.293 Epoch 1 Batch 1153/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.778, Loss: 0.320 Epoch 1 Batch 1154/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.771, Loss: 0.319 Epoch 1 Batch 1155/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.758, Loss: 0.290 Epoch 1 Batch 1156/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.760, Loss: 0.307 Epoch 1 Batch 1157/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.778, Loss: 0.309 Epoch 1 Batch 1158/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.794, Loss: 0.331 Epoch 1 Batch 1159/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.774, Loss: 0.301 Epoch 1 Batch 1160/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.754, Loss: 0.321 Epoch 1 Batch 1161/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.770, Loss: 0.291 Epoch 1 Batch 1162/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.766, Loss: 0.307 Epoch 1 Batch 1163/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.751, Loss: 0.299 Epoch 1 Batch 1164/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.755, Loss: 0.311 Epoch 1 Batch 1165/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.763, Loss: 0.328 Epoch 1 Batch 1166/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.755, Loss: 0.299 Epoch 1 Batch 1167/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.760, Loss: 0.319 Epoch 1 Batch 1168/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.755, Loss: 0.319 Epoch 1 Batch 1169/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.761, Loss: 0.326 Epoch 1 Batch 1170/2154 - Train Accuracy: 0.723, Validation Accuracy: 0.754, Loss: 0.302 Epoch 1 Batch 1171/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.766, Loss: 0.265 Epoch 1 Batch 1172/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.763, Loss: 0.285 Epoch 1 Batch 1173/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.749, Loss: 0.297 Epoch 1 Batch 1174/2154 - Train Accuracy: 0.748, Validation Accuracy: 0.750, Loss: 0.339 Epoch 1 Batch 1175/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.749, Loss: 0.322 Epoch 1 Batch 1176/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.763, Loss: 0.277 Epoch 1 Batch 1177/2154 - Train Accuracy: 0.756, Validation Accuracy: 0.775, Loss: 0.300 Epoch 1 Batch 1178/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.776, Loss: 0.282 Epoch 1 Batch 1179/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.776, Loss: 0.272 Epoch 1 Batch 1180/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.779, Loss: 0.314 Epoch 1 Batch 1181/2154 - Train Accuracy: 0.729, Validation Accuracy: 0.766, Loss: 0.330 Epoch 1 Batch 1182/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.746, Loss: 0.314 Epoch 1 Batch 1183/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.763, Loss: 0.288 Epoch 1 Batch 1184/2154 - Train Accuracy: 0.757, Validation Accuracy: 0.771, Loss: 0.324 Epoch 1 Batch 1185/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.789, Loss: 0.322 Epoch 1 Batch 1186/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.771, Loss: 0.334 Epoch 1 Batch 1187/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.769, Loss: 0.294 Epoch 1 Batch 1188/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.746, Loss: 0.306 Epoch 1 Batch 1189/2154 - Train Accuracy: 0.754, Validation Accuracy: 0.737, Loss: 0.327 Epoch 1 Batch 1190/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.745, Loss: 0.329 Epoch 1 Batch 1191/2154 - Train Accuracy: 0.757, Validation Accuracy: 0.767, Loss: 0.296 Epoch 1 Batch 1192/2154 - Train Accuracy: 0.761, Validation Accuracy: 0.795, Loss: 0.326 Epoch 1 Batch 1193/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.801, Loss: 0.330 Epoch 1 Batch 1194/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.793, Loss: 0.321 Epoch 1 Batch 1195/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.775, Loss: 0.312 Epoch 1 Batch 1196/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.779, Loss: 0.306 Epoch 1 Batch 1197/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.777, Loss: 0.319 Epoch 1 Batch 1198/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.775, Loss: 0.268 Epoch 1 Batch 1199/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.784, Loss: 0.329 Epoch 1 Batch 1200/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.790, Loss: 0.380 Epoch 1 Batch 1201/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.788, Loss: 0.291 Epoch 1 Batch 1202/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.788, Loss: 0.289 Epoch 1 Batch 1203/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.785, Loss: 0.287 Epoch 1 Batch 1204/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.800, Loss: 0.327 Epoch 1 Batch 1205/2154 - Train Accuracy: 0.741, Validation Accuracy: 0.788, Loss: 0.363 Epoch 1 Batch 1206/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.773, Loss: 0.267 Epoch 1 Batch 1207/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.798, Loss: 0.316 Epoch 1 Batch 1208/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.788, Loss: 0.328 Epoch 1 Batch 1209/2154 - Train Accuracy: 0.756, Validation Accuracy: 0.763, Loss: 0.331 Epoch 1 Batch 1210/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.754, Loss: 0.286 Epoch 1 Batch 1211/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.774, Loss: 0.305 Epoch 1 Batch 1212/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.789, Loss: 0.387 Epoch 1 Batch 1213/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.772, Loss: 0.285 Epoch 1 Batch 1214/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.771, Loss: 0.261 Epoch 1 Batch 1215/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.789, Loss: 0.315 Epoch 1 Batch 1216/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.747, Loss: 0.304 Epoch 1 Batch 1217/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.747, Loss: 0.318 Epoch 1 Batch 1218/2154 - Train Accuracy: 0.736, Validation Accuracy: 0.766, Loss: 0.309 Epoch 1 Batch 1219/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.803, Loss: 0.325 Epoch 1 Batch 1220/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.795, Loss: 0.292 Epoch 1 Batch 1221/2154 - Train Accuracy: 0.740, Validation Accuracy: 0.791, Loss: 0.330 Epoch 1 Batch 1222/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.768, Loss: 0.314 Epoch 1 Batch 1223/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.768, Loss: 0.268 Epoch 1 Batch 1224/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.760, Loss: 0.300 Epoch 1 Batch 1225/2154 - Train Accuracy: 0.779, Validation Accuracy: 0.763, Loss: 0.281 Epoch 1 Batch 1226/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.773, Loss: 0.299 Epoch 1 Batch 1227/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.788, Loss: 0.355 Epoch 1 Batch 1228/2154 - Train Accuracy: 0.790, Validation Accuracy: 0.791, Loss: 0.282 Epoch 1 Batch 1229/2154 - Train Accuracy: 0.781, Validation Accuracy: 0.782, Loss: 0.286 Epoch 1 Batch 1230/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.773, Loss: 0.312 Epoch 1 Batch 1231/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.773, Loss: 0.272 Epoch 1 Batch 1232/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.785, Loss: 0.322 Epoch 1 Batch 1233/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.790, Loss: 0.325 Epoch 1 Batch 1234/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.798, Loss: 0.325 Epoch 1 Batch 1235/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.798, Loss: 0.282 Epoch 1 Batch 1236/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.790, Loss: 0.312 Epoch 1 Batch 1237/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.797, Loss: 0.311 Epoch 1 Batch 1238/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.795, Loss: 0.279 Epoch 1 Batch 1239/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.796, Loss: 0.282 Epoch 1 Batch 1240/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.789, Loss: 0.298 Epoch 1 Batch 1241/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.765, Loss: 0.281 Epoch 1 Batch 1242/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.764, Loss: 0.295 Epoch 1 Batch 1243/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.768, Loss: 0.278 Epoch 1 Batch 1244/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.761, Loss: 0.323 Epoch 1 Batch 1245/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.757, Loss: 0.322 Epoch 1 Batch 1246/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.766, Loss: 0.304 Epoch 1 Batch 1247/2154 - Train Accuracy: 0.756, Validation Accuracy: 0.766, Loss: 0.306 Epoch 1 Batch 1248/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.766, Loss: 0.307 Epoch 1 Batch 1249/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.763, Loss: 0.304 Epoch 1 Batch 1250/2154 - Train Accuracy: 0.796, Validation Accuracy: 0.769, Loss: 0.272 Epoch 1 Batch 1251/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.767, Loss: 0.281 Epoch 1 Batch 1252/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.761, Loss: 0.308 Epoch 1 Batch 1253/2154 - Train Accuracy: 0.746, Validation Accuracy: 0.756, Loss: 0.282 Epoch 1 Batch 1254/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.753, Loss: 0.312 Epoch 1 Batch 1255/2154 - Train Accuracy: 0.779, Validation Accuracy: 0.742, Loss: 0.330 Epoch 1 Batch 1256/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.746, Loss: 0.268 Epoch 1 Batch 1257/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.742, Loss: 0.278 Epoch 1 Batch 1258/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.741, Loss: 0.362 Epoch 1 Batch 1259/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.749, Loss: 0.257 Epoch 1 Batch 1260/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.741, Loss: 0.342 Epoch 1 Batch 1261/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.754, Loss: 0.290 Epoch 1 Batch 1262/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.752, Loss: 0.290 Epoch 1 Batch 1263/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.771, Loss: 0.299 Epoch 1 Batch 1264/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.752, Loss: 0.287 Epoch 1 Batch 1265/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.771, Loss: 0.299 Epoch 1 Batch 1266/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.785, Loss: 0.299 Epoch 1 Batch 1267/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.778, Loss: 0.291 Epoch 1 Batch 1268/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.774, Loss: 0.316 Epoch 1 Batch 1269/2154 - Train Accuracy: 0.750, Validation Accuracy: 0.786, Loss: 0.279 Epoch 1 Batch 1270/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.798, Loss: 0.265 Epoch 1 Batch 1271/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.768, Loss: 0.291 Epoch 1 Batch 1272/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.766, Loss: 0.343 Epoch 1 Batch 1273/2154 - Train Accuracy: 0.774, Validation Accuracy: 0.767, Loss: 0.308 Epoch 1 Batch 1274/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.784, Loss: 0.276 Epoch 1 Batch 1275/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.799, Loss: 0.321 Epoch 1 Batch 1276/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.800, Loss: 0.289 Epoch 1 Batch 1277/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.791, Loss: 0.280 Epoch 1 Batch 1278/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.797, Loss: 0.314 Epoch 1 Batch 1279/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.771, Loss: 0.300 Epoch 1 Batch 1280/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.771, Loss: 0.330 Epoch 1 Batch 1281/2154 - Train Accuracy: 0.781, Validation Accuracy: 0.784, Loss: 0.277 Epoch 1 Batch 1282/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.801, Loss: 0.300 Epoch 1 Batch 1283/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.815, Loss: 0.258 Epoch 1 Batch 1284/2154 - Train Accuracy: 0.790, Validation Accuracy: 0.817, Loss: 0.289 Epoch 1 Batch 1285/2154 - Train Accuracy: 0.781, Validation Accuracy: 0.810, Loss: 0.341 Epoch 1 Batch 1286/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.812, Loss: 0.264 Epoch 1 Batch 1287/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.811, Loss: 0.287 Epoch 1 Batch 1288/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.807, Loss: 0.273 Epoch 1 Batch 1289/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.810, Loss: 0.325 Epoch 1 Batch 1290/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.819, Loss: 0.277 Epoch 1 Batch 1291/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.818, Loss: 0.258 Epoch 1 Batch 1292/2154 - Train Accuracy: 0.788, Validation Accuracy: 0.810, Loss: 0.313 Epoch 1 Batch 1293/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.798, Loss: 0.294 Epoch 1 Batch 1294/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.783, Loss: 0.326 Epoch 1 Batch 1295/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.793, Loss: 0.285 Epoch 1 Batch 1296/2154 - Train Accuracy: 0.788, Validation Accuracy: 0.804, Loss: 0.287 Epoch 1 Batch 1297/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.812, Loss: 0.331 Epoch 1 Batch 1298/2154 - Train Accuracy: 0.788, Validation Accuracy: 0.813, Loss: 0.257 Epoch 1 Batch 1299/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.812, Loss: 0.293 Epoch 1 Batch 1300/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.790, Loss: 0.331 Epoch 1 Batch 1301/2154 - Train Accuracy: 0.783, Validation Accuracy: 0.795, Loss: 0.291 Epoch 1 Batch 1302/2154 - Train Accuracy: 0.751, Validation Accuracy: 0.795, Loss: 0.301 Epoch 1 Batch 1303/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.780, Loss: 0.323 Epoch 1 Batch 1304/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.781, Loss: 0.261 Epoch 1 Batch 1305/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.790, Loss: 0.300 Epoch 1 Batch 1306/2154 - Train Accuracy: 0.779, Validation Accuracy: 0.794, Loss: 0.299 Epoch 1 Batch 1307/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.778, Loss: 0.285 Epoch 1 Batch 1308/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.803, Loss: 0.292 Epoch 1 Batch 1309/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.821, Loss: 0.293 Epoch 1 Batch 1310/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.811, Loss: 0.288 Epoch 1 Batch 1311/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.793, Loss: 0.299 Epoch 1 Batch 1312/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.790, Loss: 0.322 Epoch 1 Batch 1313/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.786, Loss: 0.305 Epoch 1 Batch 1314/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.794, Loss: 0.330 Epoch 1 Batch 1315/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.777, Loss: 0.303 Epoch 1 Batch 1316/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.767, Loss: 0.275 Epoch 1 Batch 1317/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.769, Loss: 0.306 Epoch 1 Batch 1318/2154 - Train Accuracy: 0.751, Validation Accuracy: 0.773, Loss: 0.258 Epoch 1 Batch 1319/2154 - Train Accuracy: 0.790, Validation Accuracy: 0.763, Loss: 0.357 Epoch 1 Batch 1320/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.761, Loss: 0.235 Epoch 1 Batch 1321/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.758, Loss: 0.284 Epoch 1 Batch 1322/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.797, Loss: 0.309 Epoch 1 Batch 1323/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.809, Loss: 0.247 Epoch 1 Batch 1324/2154 - Train Accuracy: 0.813, Validation Accuracy: 0.808, Loss: 0.284 Epoch 1 Batch 1325/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.811, Loss: 0.261 Epoch 1 Batch 1326/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.788, Loss: 0.339 Epoch 1 Batch 1327/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.800, Loss: 0.277 Epoch 1 Batch 1328/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.790, Loss: 0.261 Epoch 1 Batch 1329/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.788, Loss: 0.286 Epoch 1 Batch 1330/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.762, Loss: 0.270 Epoch 1 Batch 1331/2154 - Train Accuracy: 0.763, Validation Accuracy: 0.761, Loss: 0.293 Epoch 1 Batch 1332/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.780, Loss: 0.289 Epoch 1 Batch 1333/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.807, Loss: 0.281 Epoch 1 Batch 1334/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.803, Loss: 0.331 Epoch 1 Batch 1335/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.802, Loss: 0.309 Epoch 1 Batch 1336/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.798, Loss: 0.302 Epoch 1 Batch 1337/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.773, Loss: 0.272 Epoch 1 Batch 1338/2154 - Train Accuracy: 0.765, Validation Accuracy: 0.752, Loss: 0.272 Epoch 1 Batch 1339/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.749, Loss: 0.286 Epoch 1 Batch 1340/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.751, Loss: 0.289 Epoch 1 Batch 1341/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.756, Loss: 0.262 Epoch 1 Batch 1342/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.782, Loss: 0.346 Epoch 1 Batch 1343/2154 - Train Accuracy: 0.757, Validation Accuracy: 0.793, Loss: 0.309 Epoch 1 Batch 1344/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.785, Loss: 0.295 Epoch 1 Batch 1345/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.794, Loss: 0.306 Epoch 1 Batch 1346/2154 - Train Accuracy: 0.772, Validation Accuracy: 0.797, Loss: 0.268 Epoch 1 Batch 1347/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.796, Loss: 0.249 Epoch 1 Batch 1348/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.790, Loss: 0.286 Epoch 1 Batch 1349/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.783, Loss: 0.276 Epoch 1 Batch 1350/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.754, Loss: 0.286 Epoch 1 Batch 1351/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.747, Loss: 0.312 Epoch 1 Batch 1352/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.767, Loss: 0.323 Epoch 1 Batch 1353/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.770, Loss: 0.319 Epoch 1 Batch 1354/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.778, Loss: 0.269 Epoch 1 Batch 1355/2154 - Train Accuracy: 0.774, Validation Accuracy: 0.778, Loss: 0.329 Epoch 1 Batch 1356/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.765, Loss: 0.316 Epoch 1 Batch 1357/2154 - Train Accuracy: 0.774, Validation Accuracy: 0.766, Loss: 0.281 Epoch 1 Batch 1358/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.757, Loss: 0.288 Epoch 1 Batch 1359/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.760, Loss: 0.308 Epoch 1 Batch 1360/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.759, Loss: 0.285 Epoch 1 Batch 1361/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.768, Loss: 0.285 Epoch 1 Batch 1362/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.763, Loss: 0.260 Epoch 1 Batch 1363/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.761, Loss: 0.287 Epoch 1 Batch 1364/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.771, Loss: 0.293 Epoch 1 Batch 1365/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.764, Loss: 0.286 Epoch 1 Batch 1366/2154 - Train Accuracy: 0.765, Validation Accuracy: 0.796, Loss: 0.290 Epoch 1 Batch 1367/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.796, Loss: 0.308 Epoch 1 Batch 1368/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.800, Loss: 0.271 Epoch 1 Batch 1369/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.814, Loss: 0.290 Epoch 1 Batch 1370/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.816, Loss: 0.265 Epoch 1 Batch 1371/2154 - Train Accuracy: 0.761, Validation Accuracy: 0.821, Loss: 0.338 Epoch 1 Batch 1372/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.818, Loss: 0.272 Epoch 1 Batch 1373/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.801, Loss: 0.256 Epoch 1 Batch 1374/2154 - Train Accuracy: 0.772, Validation Accuracy: 0.820, Loss: 0.319 Epoch 1 Batch 1375/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.828, Loss: 0.332 Epoch 1 Batch 1376/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.801, Loss: 0.299 Epoch 1 Batch 1377/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.811, Loss: 0.289 Epoch 1 Batch 1378/2154 - Train Accuracy: 0.790, Validation Accuracy: 0.798, Loss: 0.281 Epoch 1 Batch 1379/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.786, Loss: 0.249 Epoch 1 Batch 1380/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.798, Loss: 0.303 Epoch 1 Batch 1381/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.818, Loss: 0.289 Epoch 1 Batch 1382/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.765, Loss: 0.262 Epoch 1 Batch 1383/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.775, Loss: 0.300 Epoch 1 Batch 1384/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.807, Loss: 0.320 Epoch 1 Batch 1385/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.788, Loss: 0.258 Epoch 1 Batch 1386/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.781, Loss: 0.264 Epoch 1 Batch 1387/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.798, Loss: 0.345 Epoch 1 Batch 1388/2154 - Train Accuracy: 0.764, Validation Accuracy: 0.808, Loss: 0.365 Epoch 1 Batch 1389/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.759, Loss: 0.312 Epoch 1 Batch 1390/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.760, Loss: 0.283 Epoch 1 Batch 1391/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.798, Loss: 0.284 Epoch 1 Batch 1392/2154 - Train Accuracy: 0.788, Validation Accuracy: 0.788, Loss: 0.270 Epoch 1 Batch 1393/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.788, Loss: 0.272 Epoch 1 Batch 1394/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.793, Loss: 0.345 Epoch 1 Batch 1395/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.783, Loss: 0.304 Epoch 1 Batch 1396/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.783, Loss: 0.249 Epoch 1 Batch 1397/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.792, Loss: 0.296 Epoch 1 Batch 1398/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.769, Loss: 0.247 Epoch 1 Batch 1399/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.769, Loss: 0.269 Epoch 1 Batch 1400/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.775, Loss: 0.274 Epoch 1 Batch 1401/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.771, Loss: 0.253 Epoch 1 Batch 1402/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.769, Loss: 0.277 Epoch 1 Batch 1403/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.771, Loss: 0.272 Epoch 1 Batch 1404/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.764, Loss: 0.333 Epoch 1 Batch 1405/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.763, Loss: 0.292 Epoch 1 Batch 1406/2154 - Train Accuracy: 0.772, Validation Accuracy: 0.761, Loss: 0.298 Epoch 1 Batch 1407/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.765, Loss: 0.298 Epoch 1 Batch 1408/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.768, Loss: 0.306 Epoch 1 Batch 1409/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.775, Loss: 0.323 Epoch 1 Batch 1410/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.779, Loss: 0.295 Epoch 1 Batch 1411/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.773, Loss: 0.351 Epoch 1 Batch 1412/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.781, Loss: 0.316 Epoch 1 Batch 1413/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.762, Loss: 0.280 Epoch 1 Batch 1414/2154 - Train Accuracy: 0.756, Validation Accuracy: 0.769, Loss: 0.311 Epoch 1 Batch 1415/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.759, Loss: 0.290 Epoch 1 Batch 1416/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.763, Loss: 0.321 Epoch 1 Batch 1417/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.761, Loss: 0.288 Epoch 1 Batch 1418/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.768, Loss: 0.307 Epoch 1 Batch 1419/2154 - Train Accuracy: 0.759, Validation Accuracy: 0.765, Loss: 0.331 Epoch 1 Batch 1420/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.763, Loss: 0.292 Epoch 1 Batch 1421/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.759, Loss: 0.254 Epoch 1 Batch 1422/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.762, Loss: 0.259 Epoch 1 Batch 1423/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.760, Loss: 0.320 Epoch 1 Batch 1424/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.761, Loss: 0.311 Epoch 1 Batch 1425/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.765, Loss: 0.248 Epoch 1 Batch 1426/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.755, Loss: 0.266 Epoch 1 Batch 1427/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.762, Loss: 0.233 Epoch 1 Batch 1428/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.748, Loss: 0.311 Epoch 1 Batch 1429/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.776, Loss: 0.277 Epoch 1 Batch 1430/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.777, Loss: 0.266 Epoch 1 Batch 1431/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.790, Loss: 0.296 Epoch 1 Batch 1432/2154 - Train Accuracy: 0.796, Validation Accuracy: 0.775, Loss: 0.284 Epoch 1 Batch 1433/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.768, Loss: 0.277 Epoch 1 Batch 1434/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.748, Loss: 0.239 Epoch 1 Batch 1435/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.748, Loss: 0.274 Epoch 1 Batch 1436/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.764, Loss: 0.277 Epoch 1 Batch 1437/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.765, Loss: 0.308 Epoch 1 Batch 1438/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.760, Loss: 0.272 Epoch 1 Batch 1439/2154 - Train Accuracy: 0.734, Validation Accuracy: 0.760, Loss: 0.252 Epoch 1 Batch 1440/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.766, Loss: 0.298 Epoch 1 Batch 1441/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.756, Loss: 0.306 Epoch 1 Batch 1442/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.766, Loss: 0.307 Epoch 1 Batch 1443/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.776, Loss: 0.295 Epoch 1 Batch 1444/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.776, Loss: 0.283 Epoch 1 Batch 1445/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.793, Loss: 0.267 Epoch 1 Batch 1446/2154 - Train Accuracy: 0.720, Validation Accuracy: 0.787, Loss: 0.284 Epoch 1 Batch 1447/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.776, Loss: 0.279 Epoch 1 Batch 1448/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.776, Loss: 0.276 Epoch 1 Batch 1449/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.776, Loss: 0.295 Epoch 1 Batch 1450/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.788, Loss: 0.293 Epoch 1 Batch 1451/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.816, Loss: 0.256 Epoch 1 Batch 1452/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.815, Loss: 0.259 Epoch 1 Batch 1453/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.816, Loss: 0.277 Epoch 1 Batch 1454/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.810, Loss: 0.276 Epoch 1 Batch 1455/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.781, Loss: 0.272 Epoch 1 Batch 1456/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.789, Loss: 0.240 Epoch 1 Batch 1457/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.796, Loss: 0.255 Epoch 1 Batch 1458/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.801, Loss: 0.280 Epoch 1 Batch 1459/2154 - Train Accuracy: 0.796, Validation Accuracy: 0.782, Loss: 0.272 Epoch 1 Batch 1460/2154 - Train Accuracy: 0.745, Validation Accuracy: 0.766, Loss: 0.334 Epoch 1 Batch 1461/2154 - Train Accuracy: 0.778, Validation Accuracy: 0.755, Loss: 0.287 Epoch 1 Batch 1462/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.755, Loss: 0.305 Epoch 1 Batch 1463/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.762, Loss: 0.249 Epoch 1 Batch 1464/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.761, Loss: 0.296 Epoch 1 Batch 1465/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.774, Loss: 0.275 Epoch 1 Batch 1466/2154 - Train Accuracy: 0.757, Validation Accuracy: 0.772, Loss: 0.310 Epoch 1 Batch 1467/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.767, Loss: 0.345 Epoch 1 Batch 1468/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.774, Loss: 0.256 Epoch 1 Batch 1469/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.778, Loss: 0.298 Epoch 1 Batch 1470/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.770, Loss: 0.281 Epoch 1 Batch 1471/2154 - Train Accuracy: 0.774, Validation Accuracy: 0.751, Loss: 0.275 Epoch 1 Batch 1472/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.751, Loss: 0.285 Epoch 1 Batch 1473/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.767, Loss: 0.249 Epoch 1 Batch 1474/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.766, Loss: 0.266 Epoch 1 Batch 1475/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.784, Loss: 0.322 Epoch 1 Batch 1476/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.776, Loss: 0.290 Epoch 1 Batch 1477/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.779, Loss: 0.228 Epoch 1 Batch 1478/2154 - Train Accuracy: 0.767, Validation Accuracy: 0.760, Loss: 0.307 Epoch 1 Batch 1479/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.761, Loss: 0.263 Epoch 1 Batch 1480/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.768, Loss: 0.271 Epoch 1 Batch 1481/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.772, Loss: 0.279 Epoch 1 Batch 1482/2154 - Train Accuracy: 0.750, Validation Accuracy: 0.773, Loss: 0.265 Epoch 1 Batch 1483/2154 - Train Accuracy: 0.760, Validation Accuracy: 0.768, Loss: 0.317 Epoch 1 Batch 1484/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.773, Loss: 0.257 Epoch 1 Batch 1485/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.758, Loss: 0.282 Epoch 1 Batch 1486/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.790, Loss: 0.267 Epoch 1 Batch 1487/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.782, Loss: 0.283 Epoch 1 Batch 1488/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.780, Loss: 0.301 Epoch 1 Batch 1489/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.773, Loss: 0.243 Epoch 1 Batch 1490/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.775, Loss: 0.278 Epoch 1 Batch 1491/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.768, Loss: 0.268 Epoch 1 Batch 1492/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.772, Loss: 0.261 Epoch 1 Batch 1493/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.788, Loss: 0.253 Epoch 1 Batch 1494/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.786, Loss: 0.309 Epoch 1 Batch 1495/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.783, Loss: 0.250 Epoch 1 Batch 1496/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.791, Loss: 0.232 Epoch 1 Batch 1497/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.794, Loss: 0.252 Epoch 1 Batch 1498/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.803, Loss: 0.283 Epoch 1 Batch 1499/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.778, Loss: 0.286 Epoch 1 Batch 1500/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.808, Loss: 0.305 Epoch 1 Batch 1501/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.809, Loss: 0.307 Epoch 1 Batch 1502/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.810, Loss: 0.247 Epoch 1 Batch 1503/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.808, Loss: 0.274 Epoch 1 Batch 1504/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.801, Loss: 0.233 Epoch 1 Batch 1505/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.798, Loss: 0.270 Epoch 1 Batch 1506/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.807, Loss: 0.253 Epoch 1 Batch 1507/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.812, Loss: 0.295 Epoch 1 Batch 1508/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.822, Loss: 0.258 Epoch 1 Batch 1509/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.813, Loss: 0.273 Epoch 1 Batch 1510/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.799, Loss: 0.293 Epoch 1 Batch 1511/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.809, Loss: 0.253 Epoch 1 Batch 1512/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.796, Loss: 0.272 Epoch 1 Batch 1513/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.790, Loss: 0.280 Epoch 1 Batch 1514/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.786, Loss: 0.230 Epoch 1 Batch 1515/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.778, Loss: 0.218 Epoch 1 Batch 1516/2154 - Train Accuracy: 0.782, Validation Accuracy: 0.774, Loss: 0.318 Epoch 1 Batch 1517/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.759, Loss: 0.281 Epoch 1 Batch 1518/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.768, Loss: 0.212 Epoch 1 Batch 1519/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.785, Loss: 0.235 Epoch 1 Batch 1520/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.778, Loss: 0.240 Epoch 1 Batch 1521/2154 - Train Accuracy: 0.751, Validation Accuracy: 0.784, Loss: 0.352 Epoch 1 Batch 1522/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.786, Loss: 0.239 Epoch 1 Batch 1523/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.804, Loss: 0.287 Epoch 1 Batch 1524/2154 - Train Accuracy: 0.759, Validation Accuracy: 0.803, Loss: 0.240 Epoch 1 Batch 1525/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.778, Loss: 0.255 Epoch 1 Batch 1526/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.778, Loss: 0.235 Epoch 1 Batch 1527/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.785, Loss: 0.266 Epoch 1 Batch 1528/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.810, Loss: 0.284 Epoch 1 Batch 1529/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.811, Loss: 0.270 Epoch 1 Batch 1530/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.804, Loss: 0.276 Epoch 1 Batch 1531/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.817, Loss: 0.252 Epoch 1 Batch 1532/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.805, Loss: 0.260 Epoch 1 Batch 1533/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.805, Loss: 0.278 Epoch 1 Batch 1534/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.825, Loss: 0.289 Epoch 1 Batch 1535/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.810, Loss: 0.252 Epoch 1 Batch 1536/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.809, Loss: 0.291 Epoch 1 Batch 1537/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.793, Loss: 0.266 Epoch 1 Batch 1538/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.760, Loss: 0.255 Epoch 1 Batch 1539/2154 - Train Accuracy: 0.813, Validation Accuracy: 0.771, Loss: 0.257 Epoch 1 Batch 1540/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.793, Loss: 0.263 Epoch 1 Batch 1541/2154 - Train Accuracy: 0.796, Validation Accuracy: 0.795, Loss: 0.268 Epoch 1 Batch 1542/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.786, Loss: 0.262 Epoch 1 Batch 1543/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.783, Loss: 0.265 Epoch 1 Batch 1544/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.804, Loss: 0.281 Epoch 1 Batch 1545/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.768, Loss: 0.250 Epoch 1 Batch 1546/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.753, Loss: 0.261 Epoch 1 Batch 1547/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.751, Loss: 0.279 Epoch 1 Batch 1548/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.790, Loss: 0.255 Epoch 1 Batch 1549/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.781, Loss: 0.301 Epoch 1 Batch 1550/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.756, Loss: 0.291 Epoch 1 Batch 1551/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.777, Loss: 0.270 Epoch 1 Batch 1552/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.783, Loss: 0.272 Epoch 1 Batch 1553/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.789, Loss: 0.272 Epoch 1 Batch 1554/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.784, Loss: 0.237 Epoch 1 Batch 1555/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.805, Loss: 0.262 Epoch 1 Batch 1556/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.781, Loss: 0.293 Epoch 1 Batch 1557/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.822, Loss: 0.241 Epoch 1 Batch 1558/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.781, Loss: 0.248 Epoch 1 Batch 1559/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.768, Loss: 0.282 Epoch 1 Batch 1560/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.768, Loss: 0.297 Epoch 1 Batch 1561/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.784, Loss: 0.315 Epoch 1 Batch 1562/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.790, Loss: 0.279 Epoch 1 Batch 1563/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.767, Loss: 0.244 Epoch 1 Batch 1564/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.779, Loss: 0.253 Epoch 1 Batch 1565/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.803, Loss: 0.280 Epoch 1 Batch 1566/2154 - Train Accuracy: 0.752, Validation Accuracy: 0.783, Loss: 0.270 Epoch 1 Batch 1567/2154 - Train Accuracy: 0.772, Validation Accuracy: 0.768, Loss: 0.268 Epoch 1 Batch 1568/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.782, Loss: 0.303 Epoch 1 Batch 1569/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.800, Loss: 0.241 Epoch 1 Batch 1570/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.781, Loss: 0.266 Epoch 1 Batch 1571/2154 - Train Accuracy: 0.796, Validation Accuracy: 0.780, Loss: 0.282 Epoch 1 Batch 1572/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.776, Loss: 0.254 Epoch 1 Batch 1573/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.766, Loss: 0.298 Epoch 1 Batch 1574/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.790, Loss: 0.284 Epoch 1 Batch 1575/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.784, Loss: 0.248 Epoch 1 Batch 1576/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.780, Loss: 0.249 Epoch 1 Batch 1577/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.794, Loss: 0.238 Epoch 1 Batch 1578/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.781, Loss: 0.282 Epoch 1 Batch 1579/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.764, Loss: 0.260 Epoch 1 Batch 1580/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.773, Loss: 0.284 Epoch 1 Batch 1581/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.780, Loss: 0.254 Epoch 1 Batch 1582/2154 - Train Accuracy: 0.718, Validation Accuracy: 0.805, Loss: 0.299 Epoch 1 Batch 1583/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.798, Loss: 0.317 Epoch 1 Batch 1584/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.813, Loss: 0.254 Epoch 1 Batch 1585/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.812, Loss: 0.277 Epoch 1 Batch 1586/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.809, Loss: 0.277 Epoch 1 Batch 1587/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.807, Loss: 0.265 Epoch 1 Batch 1588/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.807, Loss: 0.258 Epoch 1 Batch 1589/2154 - Train Accuracy: 0.762, Validation Accuracy: 0.808, Loss: 0.256 Epoch 1 Batch 1590/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.801, Loss: 0.265 Epoch 1 Batch 1591/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.810, Loss: 0.276 Epoch 1 Batch 1592/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.815, Loss: 0.297 Epoch 1 Batch 1593/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.815, Loss: 0.270 Epoch 1 Batch 1594/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.817, Loss: 0.276 Epoch 1 Batch 1595/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.790, Loss: 0.278 Epoch 1 Batch 1596/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.797, Loss: 0.234 Epoch 1 Batch 1597/2154 - Train Accuracy: 0.782, Validation Accuracy: 0.793, Loss: 0.288 Epoch 1 Batch 1598/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.793, Loss: 0.257 Epoch 1 Batch 1599/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.809, Loss: 0.311 Epoch 1 Batch 1600/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.798, Loss: 0.293 Epoch 1 Batch 1601/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.801, Loss: 0.272 Epoch 1 Batch 1602/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.800, Loss: 0.238 Epoch 1 Batch 1603/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.808, Loss: 0.283 Epoch 1 Batch 1604/2154 - Train Accuracy: 0.781, Validation Accuracy: 0.805, Loss: 0.254 Epoch 1 Batch 1605/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.806, Loss: 0.284 Epoch 1 Batch 1606/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.792, Loss: 0.224 Epoch 1 Batch 1607/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.793, Loss: 0.274 Epoch 1 Batch 1608/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.791, Loss: 0.276 Epoch 1 Batch 1609/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.806, Loss: 0.262 Epoch 1 Batch 1610/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.788, Loss: 0.229 Epoch 1 Batch 1611/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.795, Loss: 0.259 Epoch 1 Batch 1612/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.795, Loss: 0.268 Epoch 1 Batch 1613/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.786, Loss: 0.226 Epoch 1 Batch 1614/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.795, Loss: 0.263 Epoch 1 Batch 1615/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.784, Loss: 0.235 Epoch 1 Batch 1616/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.793, Loss: 0.261 Epoch 1 Batch 1617/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.795, Loss: 0.254 Epoch 1 Batch 1618/2154 - Train Accuracy: 0.780, Validation Accuracy: 0.794, Loss: 0.304 Epoch 1 Batch 1619/2154 - Train Accuracy: 0.767, Validation Accuracy: 0.793, Loss: 0.273 Epoch 1 Batch 1620/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.792, Loss: 0.294 Epoch 1 Batch 1621/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.782, Loss: 0.248 Epoch 1 Batch 1622/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.792, Loss: 0.224 Epoch 1 Batch 1623/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.785, Loss: 0.261 Epoch 1 Batch 1624/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.810, Loss: 0.263 Epoch 1 Batch 1625/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.810, Loss: 0.268 Epoch 1 Batch 1626/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.808, Loss: 0.262 Epoch 1 Batch 1627/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.795, Loss: 0.251 Epoch 1 Batch 1628/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.778, Loss: 0.239 Epoch 1 Batch 1629/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.785, Loss: 0.247 Epoch 1 Batch 1630/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.797, Loss: 0.270 Epoch 1 Batch 1631/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.802, Loss: 0.267 Epoch 1 Batch 1632/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.798, Loss: 0.253 Epoch 1 Batch 1633/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.774, Loss: 0.303 Epoch 1 Batch 1634/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.781, Loss: 0.246 Epoch 1 Batch 1635/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.795, Loss: 0.318 Epoch 1 Batch 1636/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.798, Loss: 0.262 Epoch 1 Batch 1637/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.798, Loss: 0.264 Epoch 1 Batch 1638/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.790, Loss: 0.276 Epoch 1 Batch 1639/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.796, Loss: 0.279 Epoch 1 Batch 1640/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.793, Loss: 0.231 Epoch 1 Batch 1641/2154 - Train Accuracy: 0.768, Validation Accuracy: 0.781, Loss: 0.272 Epoch 1 Batch 1642/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.803, Loss: 0.279 Epoch 1 Batch 1643/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.803, Loss: 0.262 Epoch 1 Batch 1644/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.788, Loss: 0.269 Epoch 1 Batch 1645/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.800, Loss: 0.257 Epoch 1 Batch 1646/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.776, Loss: 0.262 Epoch 1 Batch 1647/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.761, Loss: 0.267 Epoch 1 Batch 1648/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.776, Loss: 0.234 Epoch 1 Batch 1649/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.761, Loss: 0.249 Epoch 1 Batch 1650/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.778, Loss: 0.251 Epoch 1 Batch 1651/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.766, Loss: 0.269 Epoch 1 Batch 1652/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.780, Loss: 0.237 Epoch 1 Batch 1653/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.771, Loss: 0.233 Epoch 1 Batch 1654/2154 - Train Accuracy: 0.760, Validation Accuracy: 0.766, Loss: 0.275 Epoch 1 Batch 1655/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.783, Loss: 0.272 Epoch 1 Batch 1656/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.781, Loss: 0.268 Epoch 1 Batch 1657/2154 - Train Accuracy: 0.743, Validation Accuracy: 0.779, Loss: 0.310 Epoch 1 Batch 1658/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.786, Loss: 0.214 Epoch 1 Batch 1659/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.786, Loss: 0.271 Epoch 1 Batch 1660/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.772, Loss: 0.258 Epoch 1 Batch 1661/2154 - Train Accuracy: 0.783, Validation Accuracy: 0.768, Loss: 0.276 Epoch 1 Batch 1662/2154 - Train Accuracy: 0.727, Validation Accuracy: 0.778, Loss: 0.263 Epoch 1 Batch 1663/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.778, Loss: 0.242 Epoch 1 Batch 1664/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.775, Loss: 0.268 Epoch 1 Batch 1665/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.771, Loss: 0.248 Epoch 1 Batch 1666/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.778, Loss: 0.305 Epoch 1 Batch 1667/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.776, Loss: 0.267 Epoch 1 Batch 1668/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.765, Loss: 0.258 Epoch 1 Batch 1669/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.774, Loss: 0.288 Epoch 1 Batch 1670/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.782, Loss: 0.253 Epoch 1 Batch 1671/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.778, Loss: 0.258 Epoch 1 Batch 1672/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.773, Loss: 0.252 Epoch 1 Batch 1673/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.791, Loss: 0.248 Epoch 1 Batch 1674/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.814, Loss: 0.265 Epoch 1 Batch 1675/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.811, Loss: 0.293 Epoch 1 Batch 1676/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.811, Loss: 0.253 Epoch 1 Batch 1677/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.804, Loss: 0.249 Epoch 1 Batch 1678/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.808, Loss: 0.257 Epoch 1 Batch 1679/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.807, Loss: 0.230 Epoch 1 Batch 1680/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.808, Loss: 0.224 Epoch 1 Batch 1681/2154 - Train Accuracy: 0.796, Validation Accuracy: 0.808, Loss: 0.254 Epoch 1 Batch 1682/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.798, Loss: 0.208 Epoch 1 Batch 1683/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.795, Loss: 0.252 Epoch 1 Batch 1684/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.793, Loss: 0.242 Epoch 1 Batch 1685/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.790, Loss: 0.248 Epoch 1 Batch 1686/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.815, Loss: 0.227 Epoch 1 Batch 1687/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.817, Loss: 0.242 Epoch 1 Batch 1688/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.820, Loss: 0.223 Epoch 1 Batch 1689/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.820, Loss: 0.259 Epoch 1 Batch 1690/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.815, Loss: 0.230 Epoch 1 Batch 1691/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.798, Loss: 0.240 Epoch 1 Batch 1692/2154 - Train Accuracy: 0.770, Validation Accuracy: 0.798, Loss: 0.273 Epoch 1 Batch 1693/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.799, Loss: 0.289 Epoch 1 Batch 1694/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.808, Loss: 0.244 Epoch 1 Batch 1695/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.826, Loss: 0.276 Epoch 1 Batch 1696/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.828, Loss: 0.266 Epoch 1 Batch 1697/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.829, Loss: 0.283 Epoch 1 Batch 1698/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.830, Loss: 0.229 Epoch 1 Batch 1699/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.827, Loss: 0.219 Epoch 1 Batch 1700/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.821, Loss: 0.236 Epoch 1 Batch 1701/2154 - Train Accuracy: 0.758, Validation Accuracy: 0.829, Loss: 0.281 Epoch 1 Batch 1702/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.831, Loss: 0.281 Epoch 1 Batch 1703/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.810, Loss: 0.234 Epoch 1 Batch 1704/2154 - Train Accuracy: 0.777, Validation Accuracy: 0.810, Loss: 0.288 Epoch 1 Batch 1705/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.817, Loss: 0.274 Epoch 1 Batch 1706/2154 - Train Accuracy: 0.813, Validation Accuracy: 0.812, Loss: 0.278 Epoch 1 Batch 1707/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.819, Loss: 0.234 Epoch 1 Batch 1708/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.833, Loss: 0.260 Epoch 1 Batch 1709/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.830, Loss: 0.267 Epoch 1 Batch 1710/2154 - Train Accuracy: 0.771, Validation Accuracy: 0.822, Loss: 0.271 Epoch 1 Batch 1711/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.810, Loss: 0.236 Epoch 1 Batch 1712/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.811, Loss: 0.255 Epoch 1 Batch 1713/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.802, Loss: 0.287 Epoch 1 Batch 1714/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.811, Loss: 0.248 Epoch 1 Batch 1715/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.811, Loss: 0.275 Epoch 1 Batch 1716/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.830, Loss: 0.215 Epoch 1 Batch 1717/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.806, Loss: 0.252 Epoch 1 Batch 1718/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.805, Loss: 0.261 Epoch 1 Batch 1719/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.816, Loss: 0.274 Epoch 1 Batch 1720/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.822, Loss: 0.299 Epoch 1 Batch 1721/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.809, Loss: 0.279 Epoch 1 Batch 1722/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.808, Loss: 0.231 Epoch 1 Batch 1723/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.810, Loss: 0.235 Epoch 1 Batch 1724/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.814, Loss: 0.241 Epoch 1 Batch 1725/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.804, Loss: 0.250 Epoch 1 Batch 1726/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.803, Loss: 0.242 Epoch 1 Batch 1727/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.808, Loss: 0.214 Epoch 1 Batch 1728/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.831, Loss: 0.243 Epoch 1 Batch 1729/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.813, Loss: 0.264 Epoch 1 Batch 1730/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.800, Loss: 0.232 Epoch 1 Batch 1731/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.800, Loss: 0.271 Epoch 1 Batch 1732/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.797, Loss: 0.210 Epoch 1 Batch 1733/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.817, Loss: 0.258 Epoch 1 Batch 1734/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.803, Loss: 0.255 Epoch 1 Batch 1735/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.833, Loss: 0.312 Epoch 1 Batch 1736/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.824, Loss: 0.301 Epoch 1 Batch 1737/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.827, Loss: 0.282 Epoch 1 Batch 1738/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.825, Loss: 0.235 Epoch 1 Batch 1739/2154 - Train Accuracy: 0.754, Validation Accuracy: 0.800, Loss: 0.241 Epoch 1 Batch 1740/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.810, Loss: 0.268 Epoch 1 Batch 1741/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.809, Loss: 0.237 Epoch 1 Batch 1742/2154 - Train Accuracy: 0.755, Validation Accuracy: 0.817, Loss: 0.274 Epoch 1 Batch 1743/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.819, Loss: 0.237 Epoch 1 Batch 1744/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.811, Loss: 0.232 Epoch 1 Batch 1745/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.808, Loss: 0.254 Epoch 1 Batch 1746/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.818, Loss: 0.256 Epoch 1 Batch 1747/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.807, Loss: 0.244 Epoch 1 Batch 1748/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.822, Loss: 0.268 Epoch 1 Batch 1749/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.822, Loss: 0.280 Epoch 1 Batch 1750/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.821, Loss: 0.250 Epoch 1 Batch 1751/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.800, Loss: 0.223 Epoch 1 Batch 1752/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.800, Loss: 0.274 Epoch 1 Batch 1753/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.793, Loss: 0.250 Epoch 1 Batch 1754/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.800, Loss: 0.223 Epoch 1 Batch 1755/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.803, Loss: 0.243 Epoch 1 Batch 1756/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.813, Loss: 0.202 Epoch 1 Batch 1757/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.816, Loss: 0.255 Epoch 1 Batch 1758/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.815, Loss: 0.230 Epoch 1 Batch 1759/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.791, Loss: 0.223 Epoch 1 Batch 1760/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.803, Loss: 0.215 Epoch 1 Batch 1761/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.803, Loss: 0.246 Epoch 1 Batch 1762/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.802, Loss: 0.218 Epoch 1 Batch 1763/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.802, Loss: 0.291 Epoch 1 Batch 1764/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.812, Loss: 0.250 Epoch 1 Batch 1765/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.810, Loss: 0.311 Epoch 1 Batch 1766/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.803, Loss: 0.263 Epoch 1 Batch 1767/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.788, Loss: 0.263 Epoch 1 Batch 1768/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.803, Loss: 0.333 Epoch 1 Batch 1769/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.784, Loss: 0.207 Epoch 1 Batch 1770/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.777, Loss: 0.223 Epoch 1 Batch 1771/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.794, Loss: 0.212 Epoch 1 Batch 1772/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.812, Loss: 0.202 Epoch 1 Batch 1773/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.815, Loss: 0.248 Epoch 1 Batch 1774/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.805, Loss: 0.233 Epoch 1 Batch 1775/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.820, Loss: 0.241 Epoch 1 Batch 1776/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.802, Loss: 0.310 Epoch 1 Batch 1777/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.802, Loss: 0.230 Epoch 1 Batch 1778/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.818, Loss: 0.225 Epoch 1 Batch 1779/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.818, Loss: 0.225 Epoch 1 Batch 1780/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.826, Loss: 0.243 Epoch 1 Batch 1781/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.822, Loss: 0.256 Epoch 1 Batch 1782/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.834, Loss: 0.234 Epoch 1 Batch 1783/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.810, Loss: 0.255 Epoch 1 Batch 1784/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.808, Loss: 0.217 Epoch 1 Batch 1785/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.818, Loss: 0.227 Epoch 1 Batch 1786/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.828, Loss: 0.227 Epoch 1 Batch 1787/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.835, Loss: 0.267 Epoch 1 Batch 1788/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.834, Loss: 0.219 Epoch 1 Batch 1789/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.831, Loss: 0.244 Epoch 1 Batch 1790/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.818, Loss: 0.235 Epoch 1 Batch 1791/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.813, Loss: 0.282 Epoch 1 Batch 1792/2154 - Train Accuracy: 0.790, Validation Accuracy: 0.803, Loss: 0.220 Epoch 1 Batch 1793/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.803, Loss: 0.264 Epoch 1 Batch 1794/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.824, Loss: 0.242 Epoch 1 Batch 1795/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.812, Loss: 0.217 Epoch 1 Batch 1796/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.817, Loss: 0.227 Epoch 1 Batch 1797/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.822, Loss: 0.211 Epoch 1 Batch 1798/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.819, Loss: 0.205 Epoch 1 Batch 1799/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.817, Loss: 0.254 Epoch 1 Batch 1800/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.827, Loss: 0.241 Epoch 1 Batch 1801/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.827, Loss: 0.259 Epoch 1 Batch 1802/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.810, Loss: 0.250 Epoch 1 Batch 1803/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.796, Loss: 0.291 Epoch 1 Batch 1804/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.809, Loss: 0.223 Epoch 1 Batch 1805/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.795, Loss: 0.273 Epoch 1 Batch 1806/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.795, Loss: 0.223 Epoch 1 Batch 1807/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.805, Loss: 0.218 Epoch 1 Batch 1808/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.827, Loss: 0.257 Epoch 1 Batch 1809/2154 - Train Accuracy: 0.813, Validation Accuracy: 0.828, Loss: 0.230 Epoch 1 Batch 1810/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.811, Loss: 0.238 Epoch 1 Batch 1811/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.840, Loss: 0.214 Epoch 1 Batch 1812/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.831, Loss: 0.248 Epoch 1 Batch 1813/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.836, Loss: 0.229 Epoch 1 Batch 1814/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.826, Loss: 0.212 Epoch 1 Batch 1815/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.811, Loss: 0.260 Epoch 1 Batch 1816/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.819, Loss: 0.234 Epoch 1 Batch 1817/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.839, Loss: 0.303 Epoch 1 Batch 1818/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.853, Loss: 0.215 Epoch 1 Batch 1819/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.824, Loss: 0.278 Epoch 1 Batch 1820/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.817, Loss: 0.214 Epoch 1 Batch 1821/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.825, Loss: 0.256 Epoch 1 Batch 1822/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.839, Loss: 0.242 Epoch 1 Batch 1823/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.830, Loss: 0.223 Epoch 1 Batch 1824/2154 - Train Accuracy: 0.775, Validation Accuracy: 0.844, Loss: 0.227 Epoch 1 Batch 1825/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.842, Loss: 0.251 Epoch 1 Batch 1826/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.844, Loss: 0.258 Epoch 1 Batch 1827/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.834, Loss: 0.270 Epoch 1 Batch 1828/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.830, Loss: 0.242 Epoch 1 Batch 1829/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.812, Loss: 0.286 Epoch 1 Batch 1830/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.819, Loss: 0.261 Epoch 1 Batch 1831/2154 - Train Accuracy: 0.756, Validation Accuracy: 0.818, Loss: 0.250 Epoch 1 Batch 1832/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.817, Loss: 0.237 Epoch 1 Batch 1833/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.810, Loss: 0.308 Epoch 1 Batch 1834/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.806, Loss: 0.223 Epoch 1 Batch 1835/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.815, Loss: 0.248 Epoch 1 Batch 1836/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.808, Loss: 0.213 Epoch 1 Batch 1837/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.804, Loss: 0.208 Epoch 1 Batch 1838/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.793, Loss: 0.241 Epoch 1 Batch 1839/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.802, Loss: 0.255 Epoch 1 Batch 1840/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.794, Loss: 0.234 Epoch 1 Batch 1841/2154 - Train Accuracy: 0.776, Validation Accuracy: 0.793, Loss: 0.251 Epoch 1 Batch 1842/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.800, Loss: 0.268 Epoch 1 Batch 1843/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.808, Loss: 0.267 Epoch 1 Batch 1844/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.809, Loss: 0.239 Epoch 1 Batch 1845/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.822, Loss: 0.260 Epoch 1 Batch 1846/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.822, Loss: 0.247 Epoch 1 Batch 1847/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.834, Loss: 0.233 Epoch 1 Batch 1848/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.835, Loss: 0.215 Epoch 1 Batch 1849/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.830, Loss: 0.230 Epoch 1 Batch 1850/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.838, Loss: 0.297 Epoch 1 Batch 1851/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.822, Loss: 0.229 Epoch 1 Batch 1852/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.842, Loss: 0.198 Epoch 1 Batch 1853/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.817, Loss: 0.222 Epoch 1 Batch 1854/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.800, Loss: 0.243 Epoch 1 Batch 1855/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.789, Loss: 0.254 Epoch 1 Batch 1856/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.797, Loss: 0.239 Epoch 1 Batch 1857/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.806, Loss: 0.265 Epoch 1 Batch 1858/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.797, Loss: 0.222 Epoch 1 Batch 1859/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.818, Loss: 0.248 Epoch 1 Batch 1860/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.820, Loss: 0.265 Epoch 1 Batch 1861/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.811, Loss: 0.242 Epoch 1 Batch 1862/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.820, Loss: 0.226 Epoch 1 Batch 1863/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.802, Loss: 0.227 Epoch 1 Batch 1864/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.819, Loss: 0.228 Epoch 1 Batch 1865/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.828, Loss: 0.258 Epoch 1 Batch 1866/2154 - Train Accuracy: 0.784, Validation Accuracy: 0.805, Loss: 0.232 Epoch 1 Batch 1867/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.803, Loss: 0.229 Epoch 1 Batch 1868/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.811, Loss: 0.290 Epoch 1 Batch 1869/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.812, Loss: 0.239 Epoch 1 Batch 1870/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.798, Loss: 0.231 Epoch 1 Batch 1871/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.796, Loss: 0.257 Epoch 1 Batch 1872/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.798, Loss: 0.253 Epoch 1 Batch 1873/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.812, Loss: 0.281 Epoch 1 Batch 1874/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.807, Loss: 0.233 Epoch 1 Batch 1875/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.798, Loss: 0.250 Epoch 1 Batch 1876/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.799, Loss: 0.251 Epoch 1 Batch 1877/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.805, Loss: 0.282 Epoch 1 Batch 1878/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.825, Loss: 0.268 Epoch 1 Batch 1879/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.800, Loss: 0.243 Epoch 1 Batch 1880/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.793, Loss: 0.258 Epoch 1 Batch 1881/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.789, Loss: 0.209 Epoch 1 Batch 1882/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.798, Loss: 0.242 Epoch 1 Batch 1883/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.807, Loss: 0.222 Epoch 1 Batch 1884/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.799, Loss: 0.234 Epoch 1 Batch 1885/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.793, Loss: 0.285 Epoch 1 Batch 1886/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.793, Loss: 0.222 Epoch 1 Batch 1887/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.791, Loss: 0.258 Epoch 1 Batch 1888/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.793, Loss: 0.232 Epoch 1 Batch 1889/2154 - Train Accuracy: 0.819, Validation Accuracy: 0.801, Loss: 0.209 Epoch 1 Batch 1890/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.795, Loss: 0.215 Epoch 1 Batch 1891/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.830, Loss: 0.217 Epoch 1 Batch 1892/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.806, Loss: 0.223 Epoch 1 Batch 1893/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.812, Loss: 0.235 Epoch 1 Batch 1894/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.826, Loss: 0.240 Epoch 1 Batch 1895/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.818, Loss: 0.224 Epoch 1 Batch 1896/2154 - Train Accuracy: 0.785, Validation Accuracy: 0.818, Loss: 0.292 Epoch 1 Batch 1897/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.834, Loss: 0.266 Epoch 1 Batch 1898/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.830, Loss: 0.225 Epoch 1 Batch 1899/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.813, Loss: 0.218 Epoch 1 Batch 1900/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.805, Loss: 0.223 Epoch 1 Batch 1901/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.832, Loss: 0.229 Epoch 1 Batch 1902/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.829, Loss: 0.205 Epoch 1 Batch 1903/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.829, Loss: 0.245 Epoch 1 Batch 1904/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.812, Loss: 0.275 Epoch 1 Batch 1905/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.834, Loss: 0.212 Epoch 1 Batch 1906/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.834, Loss: 0.239 Epoch 1 Batch 1907/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.825, Loss: 0.211 Epoch 1 Batch 1908/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.802, Loss: 0.209 Epoch 1 Batch 1909/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.811, Loss: 0.280 Epoch 1 Batch 1910/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.848, Loss: 0.226 Epoch 1 Batch 1911/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.844, Loss: 0.273 Epoch 1 Batch 1912/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.827, Loss: 0.205 Epoch 1 Batch 1913/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.828, Loss: 0.257 Epoch 1 Batch 1914/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.837, Loss: 0.213 Epoch 1 Batch 1915/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.832, Loss: 0.193 Epoch 1 Batch 1916/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.826, Loss: 0.241 Epoch 1 Batch 1917/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.817, Loss: 0.239 Epoch 1 Batch 1918/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.841, Loss: 0.240 Epoch 1 Batch 1919/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.813, Loss: 0.220 Epoch 1 Batch 1920/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.837, Loss: 0.214 Epoch 1 Batch 1921/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.800, Loss: 0.204 Epoch 1 Batch 1922/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.789, Loss: 0.252 Epoch 1 Batch 1923/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.816, Loss: 0.184 Epoch 1 Batch 1924/2154 - Train Accuracy: 0.787, Validation Accuracy: 0.852, Loss: 0.238 Epoch 1 Batch 1925/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.844, Loss: 0.234 Epoch 1 Batch 1926/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.839, Loss: 0.252 Epoch 1 Batch 1927/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.854, Loss: 0.240 Epoch 1 Batch 1928/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.827, Loss: 0.284 Epoch 1 Batch 1929/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.821, Loss: 0.222 Epoch 1 Batch 1930/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.825, Loss: 0.221 Epoch 1 Batch 1931/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.829, Loss: 0.216 Epoch 1 Batch 1932/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.862, Loss: 0.237 Epoch 1 Batch 1933/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.866, Loss: 0.225 Epoch 1 Batch 1934/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.865, Loss: 0.201 Epoch 1 Batch 1935/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.852, Loss: 0.244 Epoch 1 Batch 1936/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.844, Loss: 0.222 Epoch 1 Batch 1937/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.840, Loss: 0.276 Epoch 1 Batch 1938/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.825, Loss: 0.276 Epoch 1 Batch 1939/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.831, Loss: 0.298 Epoch 1 Batch 1940/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.825, Loss: 0.225 Epoch 1 Batch 1941/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.839, Loss: 0.254 Epoch 1 Batch 1942/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.835, Loss: 0.247 Epoch 1 Batch 1943/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.847, Loss: 0.236 Epoch 1 Batch 1944/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.857, Loss: 0.242 Epoch 1 Batch 1945/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.849, Loss: 0.194 Epoch 1 Batch 1946/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.845, Loss: 0.248 Epoch 1 Batch 1947/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.830, Loss: 0.212 Epoch 1 Batch 1948/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.821, Loss: 0.230 Epoch 1 Batch 1949/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.810, Loss: 0.224 Epoch 1 Batch 1950/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.793, Loss: 0.204 Epoch 1 Batch 1951/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.790, Loss: 0.232 Epoch 1 Batch 1952/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.831, Loss: 0.180 Epoch 1 Batch 1953/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.813, Loss: 0.223 Epoch 1 Batch 1954/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.806, Loss: 0.215 Epoch 1 Batch 1955/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.822, Loss: 0.220 Epoch 1 Batch 1956/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.835, Loss: 0.204 Epoch 1 Batch 1957/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.811, Loss: 0.234 Epoch 1 Batch 1958/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.809, Loss: 0.240 Epoch 1 Batch 1959/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.828, Loss: 0.210 Epoch 1 Batch 1960/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.828, Loss: 0.275 Epoch 1 Batch 1961/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.815, Loss: 0.236 Epoch 1 Batch 1962/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.813, Loss: 0.230 Epoch 1 Batch 1963/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.825, Loss: 0.207 Epoch 1 Batch 1964/2154 - Train Accuracy: 0.813, Validation Accuracy: 0.841, Loss: 0.234 Epoch 1 Batch 1965/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.839, Loss: 0.237 Epoch 1 Batch 1966/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.834, Loss: 0.234 Epoch 1 Batch 1967/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.820, Loss: 0.231 Epoch 1 Batch 1968/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.830, Loss: 0.280 Epoch 1 Batch 1969/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.842, Loss: 0.265 Epoch 1 Batch 1970/2154 - Train Accuracy: 0.796, Validation Accuracy: 0.836, Loss: 0.238 Epoch 1 Batch 1971/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.842, Loss: 0.232 Epoch 1 Batch 1972/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.850, Loss: 0.230 Epoch 1 Batch 1973/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.833, Loss: 0.235 Epoch 1 Batch 1974/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.838, Loss: 0.239 Epoch 1 Batch 1975/2154 - Train Accuracy: 0.753, Validation Accuracy: 0.842, Loss: 0.237 Epoch 1 Batch 1976/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.853, Loss: 0.210 Epoch 1 Batch 1977/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.849, Loss: 0.239 Epoch 1 Batch 1978/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.839, Loss: 0.205 Epoch 1 Batch 1979/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.834, Loss: 0.249 Epoch 1 Batch 1980/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.834, Loss: 0.209 Epoch 1 Batch 1981/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.834, Loss: 0.230 Epoch 1 Batch 1982/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.826, Loss: 0.226 Epoch 1 Batch 1983/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.829, Loss: 0.278 Epoch 1 Batch 1984/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.806, Loss: 0.210 Epoch 1 Batch 1985/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.807, Loss: 0.208 Epoch 1 Batch 1986/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.819, Loss: 0.225 Epoch 1 Batch 1987/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.819, Loss: 0.201 Epoch 1 Batch 1988/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.818, Loss: 0.201 Epoch 1 Batch 1989/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.823, Loss: 0.223 Epoch 1 Batch 1990/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.823, Loss: 0.243 Epoch 1 Batch 1991/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.842, Loss: 0.219 Epoch 1 Batch 1992/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.850, Loss: 0.235 Epoch 1 Batch 1993/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.837, Loss: 0.199 Epoch 1 Batch 1994/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.837, Loss: 0.242 Epoch 1 Batch 1995/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.847, Loss: 0.238 Epoch 1 Batch 1996/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.850, Loss: 0.206 Epoch 1 Batch 1997/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.857, Loss: 0.229 Epoch 1 Batch 1998/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.851, Loss: 0.190 Epoch 1 Batch 1999/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.822, Loss: 0.221 Epoch 1 Batch 2000/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.814, Loss: 0.224 Epoch 1 Batch 2001/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.824, Loss: 0.198 Epoch 1 Batch 2002/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.820, Loss: 0.219 Epoch 1 Batch 2003/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.819, Loss: 0.242 Epoch 1 Batch 2004/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.822, Loss: 0.204 Epoch 1 Batch 2005/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.808, Loss: 0.223 Epoch 1 Batch 2006/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.815, Loss: 0.196 Epoch 1 Batch 2007/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.832, Loss: 0.230 Epoch 1 Batch 2008/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.831, Loss: 0.211 Epoch 1 Batch 2009/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.816, Loss: 0.197 Epoch 1 Batch 2010/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.807, Loss: 0.284 Epoch 1 Batch 2011/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.815, Loss: 0.249 Epoch 1 Batch 2012/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.796, Loss: 0.197 Epoch 1 Batch 2013/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.790, Loss: 0.205 Epoch 1 Batch 2014/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.807, Loss: 0.187 Epoch 1 Batch 2015/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.822, Loss: 0.194 Epoch 1 Batch 2016/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.832, Loss: 0.209 Epoch 1 Batch 2017/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.820, Loss: 0.241 Epoch 1 Batch 2018/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.803, Loss: 0.281 Epoch 1 Batch 2019/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.816, Loss: 0.177 Epoch 1 Batch 2020/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.801, Loss: 0.199 Epoch 1 Batch 2021/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.804, Loss: 0.228 Epoch 1 Batch 2022/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.813, Loss: 0.208 Epoch 1 Batch 2023/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.812, Loss: 0.236 Epoch 1 Batch 2024/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.805, Loss: 0.225 Epoch 1 Batch 2025/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.802, Loss: 0.216 Epoch 1 Batch 2026/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.813, Loss: 0.184 Epoch 1 Batch 2027/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.814, Loss: 0.193 Epoch 1 Batch 2028/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.820, Loss: 0.221 Epoch 1 Batch 2029/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.799, Loss: 0.222 Epoch 1 Batch 2030/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.808, Loss: 0.249 Epoch 1 Batch 2031/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.799, Loss: 0.229 Epoch 1 Batch 2032/2154 - Train Accuracy: 0.788, Validation Accuracy: 0.824, Loss: 0.292 Epoch 1 Batch 2033/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.829, Loss: 0.209 Epoch 1 Batch 2034/2154 - Train Accuracy: 0.766, Validation Accuracy: 0.849, Loss: 0.282 Epoch 1 Batch 2035/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.844, Loss: 0.220 Epoch 1 Batch 2036/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.836, Loss: 0.227 Epoch 1 Batch 2037/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.810, Loss: 0.211 Epoch 1 Batch 2038/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.841, Loss: 0.215 Epoch 1 Batch 2039/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.837, Loss: 0.253 Epoch 1 Batch 2040/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.820, Loss: 0.235 Epoch 1 Batch 2041/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.839, Loss: 0.223 Epoch 1 Batch 2042/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.844, Loss: 0.208 Epoch 1 Batch 2043/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.827, Loss: 0.212 Epoch 1 Batch 2044/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.849, Loss: 0.237 Epoch 1 Batch 2045/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.849, Loss: 0.175 Epoch 1 Batch 2046/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.845, Loss: 0.232 Epoch 1 Batch 2047/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.856, Loss: 0.257 Epoch 1 Batch 2048/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.846, Loss: 0.208 Epoch 1 Batch 2049/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.845, Loss: 0.225 Epoch 1 Batch 2050/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.851, Loss: 0.280 Epoch 1 Batch 2051/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.844, Loss: 0.208 Epoch 1 Batch 2052/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.849, Loss: 0.249 Epoch 1 Batch 2053/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.841, Loss: 0.229 Epoch 1 Batch 2054/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.842, Loss: 0.189 Epoch 1 Batch 2055/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.844, Loss: 0.267 Epoch 1 Batch 2056/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.838, Loss: 0.202 Epoch 1 Batch 2057/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.832, Loss: 0.190 Epoch 1 Batch 2058/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.853, Loss: 0.238 Epoch 1 Batch 2059/2154 - Train Accuracy: 0.803, Validation Accuracy: 0.854, Loss: 0.177 Epoch 1 Batch 2060/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.852, Loss: 0.225 Epoch 1 Batch 2061/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.842, Loss: 0.240 Epoch 1 Batch 2062/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.835, Loss: 0.204 Epoch 1 Batch 2063/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.840, Loss: 0.242 Epoch 1 Batch 2064/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.833, Loss: 0.220 Epoch 1 Batch 2065/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.834, Loss: 0.221 Epoch 1 Batch 2066/2154 - Train Accuracy: 0.813, Validation Accuracy: 0.842, Loss: 0.267 Epoch 1 Batch 2067/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.835, Loss: 0.244 Epoch 1 Batch 2068/2154 - Train Accuracy: 0.792, Validation Accuracy: 0.835, Loss: 0.232 Epoch 1 Batch 2069/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.830, Loss: 0.234 Epoch 1 Batch 2070/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.810, Loss: 0.224 Epoch 1 Batch 2071/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.810, Loss: 0.190 Epoch 1 Batch 2072/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.823, Loss: 0.212 Epoch 1 Batch 2073/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.822, Loss: 0.203 Epoch 1 Batch 2074/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.835, Loss: 0.224 Epoch 1 Batch 2075/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.836, Loss: 0.222 Epoch 1 Batch 2076/2154 - Train Accuracy: 0.791, Validation Accuracy: 0.814, Loss: 0.256 Epoch 1 Batch 2077/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.811, Loss: 0.264 Epoch 1 Batch 2078/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.813, Loss: 0.209 Epoch 1 Batch 2079/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.811, Loss: 0.266 Epoch 1 Batch 2080/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.815, Loss: 0.218 Epoch 1 Batch 2081/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.822, Loss: 0.260 Epoch 1 Batch 2082/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.836, Loss: 0.223 Epoch 1 Batch 2083/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.832, Loss: 0.223 Epoch 1 Batch 2084/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.814, Loss: 0.247 Epoch 1 Batch 2085/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.803, Loss: 0.245 Epoch 1 Batch 2086/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.796, Loss: 0.215 Epoch 1 Batch 2087/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.795, Loss: 0.240 Epoch 1 Batch 2088/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.820, Loss: 0.239 Epoch 1 Batch 2089/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.823, Loss: 0.250 Epoch 1 Batch 2090/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.832, Loss: 0.223 Epoch 1 Batch 2091/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.832, Loss: 0.230 Epoch 1 Batch 2092/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.818, Loss: 0.219 Epoch 1 Batch 2093/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.803, Loss: 0.181 Epoch 1 Batch 2094/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.805, Loss: 0.204 Epoch 1 Batch 2095/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.812, Loss: 0.208 Epoch 1 Batch 2096/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.820, Loss: 0.204 Epoch 1 Batch 2097/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.822, Loss: 0.202 Epoch 1 Batch 2098/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.812, Loss: 0.239 Epoch 1 Batch 2099/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.803, Loss: 0.256 Epoch 1 Batch 2100/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.822, Loss: 0.211 Epoch 1 Batch 2101/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.819, Loss: 0.215 Epoch 1 Batch 2102/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.834, Loss: 0.234 Epoch 1 Batch 2103/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.830, Loss: 0.191 Epoch 1 Batch 2104/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.828, Loss: 0.215 Epoch 1 Batch 2105/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.822, Loss: 0.238 Epoch 1 Batch 2106/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.842, Loss: 0.214 Epoch 1 Batch 2107/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.837, Loss: 0.260 Epoch 1 Batch 2108/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.842, Loss: 0.175 Epoch 1 Batch 2109/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.841, Loss: 0.237 Epoch 1 Batch 2110/2154 - Train Accuracy: 0.813, Validation Accuracy: 0.822, Loss: 0.211 Epoch 1 Batch 2111/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.816, Loss: 0.231 Epoch 1 Batch 2112/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.825, Loss: 0.218 Epoch 1 Batch 2113/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.839, Loss: 0.193 Epoch 1 Batch 2114/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.816, Loss: 0.222 Epoch 1 Batch 2115/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.835, Loss: 0.250 Epoch 1 Batch 2116/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.839, Loss: 0.212 Epoch 1 Batch 2117/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.827, Loss: 0.228 Epoch 1 Batch 2118/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.826, Loss: 0.232 Epoch 1 Batch 2119/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.830, Loss: 0.288 Epoch 1 Batch 2120/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.830, Loss: 0.216 Epoch 1 Batch 2121/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.815, Loss: 0.208 Epoch 1 Batch 2122/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.810, Loss: 0.202 Epoch 1 Batch 2123/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.808, Loss: 0.270 Epoch 1 Batch 2124/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.822, Loss: 0.221 Epoch 1 Batch 2125/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.819, Loss: 0.229 Epoch 1 Batch 2126/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.819, Loss: 0.196 Epoch 1 Batch 2127/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.807, Loss: 0.223 Epoch 1 Batch 2128/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.805, Loss: 0.224 Epoch 1 Batch 2129/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.811, Loss: 0.234 Epoch 1 Batch 2130/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.844, Loss: 0.209 Epoch 1 Batch 2131/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.830, Loss: 0.210 Epoch 1 Batch 2132/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.822, Loss: 0.203 Epoch 1 Batch 2133/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.812, Loss: 0.188 Epoch 1 Batch 2134/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.802, Loss: 0.203 Epoch 1 Batch 2135/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.805, Loss: 0.247 Epoch 1 Batch 2136/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.805, Loss: 0.212 Epoch 1 Batch 2137/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.815, Loss: 0.212 Epoch 1 Batch 2138/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.810, Loss: 0.193 Epoch 1 Batch 2139/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.816, Loss: 0.208 Epoch 1 Batch 2140/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.801, Loss: 0.163 Epoch 1 Batch 2141/2154 - Train Accuracy: 0.773, Validation Accuracy: 0.808, Loss: 0.250 Epoch 1 Batch 2142/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.834, Loss: 0.193 Epoch 1 Batch 2143/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.821, Loss: 0.195 Epoch 1 Batch 2144/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.820, Loss: 0.218 Epoch 1 Batch 2145/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.812, Loss: 0.223 Epoch 1 Batch 2146/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.823, Loss: 0.214 Epoch 1 Batch 2147/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.827, Loss: 0.242 Epoch 1 Batch 2148/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.822, Loss: 0.252 Epoch 1 Batch 2149/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.815, Loss: 0.247 Epoch 1 Batch 2150/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.822, Loss: 0.247 Epoch 1 Batch 2151/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.829, Loss: 0.216 Epoch 1 Batch 2152/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.826, Loss: 0.237 Epoch 2 Batch 0/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.852, Loss: 0.193 Epoch 2 Batch 1/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.840, Loss: 0.175 Epoch 2 Batch 2/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.837, Loss: 0.198 Epoch 2 Batch 3/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.829, Loss: 0.230 Epoch 2 Batch 4/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.828, Loss: 0.182 Epoch 2 Batch 5/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.820, Loss: 0.228 Epoch 2 Batch 6/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.830, Loss: 0.235 Epoch 2 Batch 7/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.834, Loss: 0.178 Epoch 2 Batch 8/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.833, Loss: 0.273 Epoch 2 Batch 9/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.839, Loss: 0.202 Epoch 2 Batch 10/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.834, Loss: 0.201 Epoch 2 Batch 11/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.822, Loss: 0.280 Epoch 2 Batch 12/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.829, Loss: 0.243 Epoch 2 Batch 13/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.816, Loss: 0.201 Epoch 2 Batch 14/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.812, Loss: 0.242 Epoch 2 Batch 15/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.822, Loss: 0.223 Epoch 2 Batch 16/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.834, Loss: 0.196 Epoch 2 Batch 17/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.845, Loss: 0.206 Epoch 2 Batch 18/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.827, Loss: 0.186 Epoch 2 Batch 19/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.839, Loss: 0.207 Epoch 2 Batch 20/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.833, Loss: 0.223 Epoch 2 Batch 21/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.834, Loss: 0.206 Epoch 2 Batch 22/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.825, Loss: 0.218 Epoch 2 Batch 23/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.807, Loss: 0.243 Epoch 2 Batch 24/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.827, Loss: 0.199 Epoch 2 Batch 25/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.822, Loss: 0.256 Epoch 2 Batch 26/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.827, Loss: 0.234 Epoch 2 Batch 27/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.826, Loss: 0.235 Epoch 2 Batch 28/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.814, Loss: 0.202 Epoch 2 Batch 29/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.820, Loss: 0.178 Epoch 2 Batch 30/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.831, Loss: 0.197 Epoch 2 Batch 31/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.817, Loss: 0.158 Epoch 2 Batch 32/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.822, Loss: 0.250 Epoch 2 Batch 33/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.814, Loss: 0.245 Epoch 2 Batch 34/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.825, Loss: 0.227 Epoch 2 Batch 35/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.835, Loss: 0.218 Epoch 2 Batch 36/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.843, Loss: 0.196 Epoch 2 Batch 37/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.848, Loss: 0.242 Epoch 2 Batch 38/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.848, Loss: 0.205 Epoch 2 Batch 39/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.835, Loss: 0.216 Epoch 2 Batch 40/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.811, Loss: 0.204 Epoch 2 Batch 41/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.810, Loss: 0.202 Epoch 2 Batch 42/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.820, Loss: 0.197 Epoch 2 Batch 43/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.820, Loss: 0.211 Epoch 2 Batch 44/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.824, Loss: 0.240 Epoch 2 Batch 45/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.817, Loss: 0.228 Epoch 2 Batch 46/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.822, Loss: 0.214 Epoch 2 Batch 47/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.818, Loss: 0.204 Epoch 2 Batch 48/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.820, Loss: 0.254 Epoch 2 Batch 49/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.837, Loss: 0.182 Epoch 2 Batch 50/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.839, Loss: 0.225 Epoch 2 Batch 51/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.842, Loss: 0.188 Epoch 2 Batch 52/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.837, Loss: 0.196 Epoch 2 Batch 53/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.839, Loss: 0.205 Epoch 2 Batch 54/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.818, Loss: 0.254 Epoch 2 Batch 55/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.816, Loss: 0.196 Epoch 2 Batch 56/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.820, Loss: 0.215 Epoch 2 Batch 57/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.833, Loss: 0.194 Epoch 2 Batch 58/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.831, Loss: 0.250 Epoch 2 Batch 59/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.842, Loss: 0.226 Epoch 2 Batch 60/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.849, Loss: 0.186 Epoch 2 Batch 61/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.846, Loss: 0.180 Epoch 2 Batch 62/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.840, Loss: 0.248 Epoch 2 Batch 63/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.848, Loss: 0.231 Epoch 2 Batch 64/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.844, Loss: 0.216 Epoch 2 Batch 65/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.846, Loss: 0.207 Epoch 2 Batch 66/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.842, Loss: 0.203 Epoch 2 Batch 67/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.834, Loss: 0.237 Epoch 2 Batch 68/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.811, Loss: 0.200 Epoch 2 Batch 69/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.815, Loss: 0.178 Epoch 2 Batch 70/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.841, Loss: 0.244 Epoch 2 Batch 71/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.842, Loss: 0.223 Epoch 2 Batch 72/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.837, Loss: 0.186 Epoch 2 Batch 73/2154 - Train Accuracy: 0.806, Validation Accuracy: 0.844, Loss: 0.247 Epoch 2 Batch 74/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.863, Loss: 0.200 Epoch 2 Batch 75/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.857, Loss: 0.217 Epoch 2 Batch 76/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.857, Loss: 0.201 Epoch 2 Batch 77/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.864, Loss: 0.275 Epoch 2 Batch 78/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.864, Loss: 0.195 Epoch 2 Batch 79/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.865, Loss: 0.229 Epoch 2 Batch 80/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.864, Loss: 0.238 Epoch 2 Batch 81/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.864, Loss: 0.227 Epoch 2 Batch 82/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.862, Loss: 0.199 Epoch 2 Batch 83/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.863, Loss: 0.235 Epoch 2 Batch 84/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.861, Loss: 0.235 Epoch 2 Batch 85/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.850, Loss: 0.234 Epoch 2 Batch 86/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.858, Loss: 0.207 Epoch 2 Batch 87/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.842, Loss: 0.204 Epoch 2 Batch 88/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.844, Loss: 0.171 Epoch 2 Batch 89/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.853, Loss: 0.183 Epoch 2 Batch 90/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.838, Loss: 0.205 Epoch 2 Batch 91/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.812, Loss: 0.198 Epoch 2 Batch 92/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.789, Loss: 0.215 Epoch 2 Batch 93/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.798, Loss: 0.214 Epoch 2 Batch 94/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.837, Loss: 0.203 Epoch 2 Batch 95/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.848, Loss: 0.209 Epoch 2 Batch 96/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.848, Loss: 0.233 Epoch 2 Batch 97/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.832, Loss: 0.250 Epoch 2 Batch 98/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.822, Loss: 0.264 Epoch 2 Batch 99/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.818, Loss: 0.186 Epoch 2 Batch 100/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.817, Loss: 0.229 Epoch 2 Batch 101/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.814, Loss: 0.182 Epoch 2 Batch 102/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.825, Loss: 0.207 Epoch 2 Batch 103/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.825, Loss: 0.191 Epoch 2 Batch 104/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.825, Loss: 0.217 Epoch 2 Batch 105/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.822, Loss: 0.202 Epoch 2 Batch 106/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.808, Loss: 0.225 Epoch 2 Batch 107/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.817, Loss: 0.241 Epoch 2 Batch 108/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.845, Loss: 0.212 Epoch 2 Batch 109/2154 - Train Accuracy: 0.759, Validation Accuracy: 0.837, Loss: 0.257 Epoch 2 Batch 110/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.842, Loss: 0.252 Epoch 2 Batch 111/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.825, Loss: 0.183 Epoch 2 Batch 112/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.824, Loss: 0.192 Epoch 2 Batch 113/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.812, Loss: 0.194 Epoch 2 Batch 114/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.815, Loss: 0.162 Epoch 2 Batch 115/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.817, Loss: 0.179 Epoch 2 Batch 116/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.817, Loss: 0.220 Epoch 2 Batch 117/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.817, Loss: 0.193 Epoch 2 Batch 118/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.810, Loss: 0.204 Epoch 2 Batch 119/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.823, Loss: 0.200 Epoch 2 Batch 120/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.839, Loss: 0.217 Epoch 2 Batch 121/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.828, Loss: 0.195 Epoch 2 Batch 122/2154 - Train Accuracy: 0.802, Validation Accuracy: 0.837, Loss: 0.204 Epoch 2 Batch 123/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.826, Loss: 0.234 Epoch 2 Batch 124/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.805, Loss: 0.229 Epoch 2 Batch 125/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.807, Loss: 0.221 Epoch 2 Batch 126/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.808, Loss: 0.240 Epoch 2 Batch 127/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.827, Loss: 0.174 Epoch 2 Batch 128/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.836, Loss: 0.207 Epoch 2 Batch 129/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.832, Loss: 0.196 Epoch 2 Batch 130/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.839, Loss: 0.201 Epoch 2 Batch 131/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.852, Loss: 0.204 Epoch 2 Batch 132/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.853, Loss: 0.193 Epoch 2 Batch 133/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.849, Loss: 0.174 Epoch 2 Batch 134/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.847, Loss: 0.188 Epoch 2 Batch 135/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.838, Loss: 0.232 Epoch 2 Batch 136/2154 - Train Accuracy: 0.807, Validation Accuracy: 0.827, Loss: 0.183 Epoch 2 Batch 137/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.819, Loss: 0.229 Epoch 2 Batch 138/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.817, Loss: 0.208 Epoch 2 Batch 139/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.799, Loss: 0.224 Epoch 2 Batch 140/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.800, Loss: 0.246 Epoch 2 Batch 141/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.806, Loss: 0.212 Epoch 2 Batch 142/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.805, Loss: 0.214 Epoch 2 Batch 143/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.822, Loss: 0.172 Epoch 2 Batch 144/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.824, Loss: 0.179 Epoch 2 Batch 145/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.825, Loss: 0.218 Epoch 2 Batch 146/2154 - Train Accuracy: 0.800, Validation Accuracy: 0.822, Loss: 0.215 Epoch 2 Batch 147/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.822, Loss: 0.188 Epoch 2 Batch 148/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.818, Loss: 0.215 Epoch 2 Batch 149/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.817, Loss: 0.201 Epoch 2 Batch 150/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.803, Loss: 0.195 Epoch 2 Batch 151/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.803, Loss: 0.246 Epoch 2 Batch 152/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.809, Loss: 0.234 Epoch 2 Batch 153/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.823, Loss: 0.215 Epoch 2 Batch 154/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.820, Loss: 0.158 Epoch 2 Batch 155/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.820, Loss: 0.204 Epoch 2 Batch 156/2154 - Train Accuracy: 0.783, Validation Accuracy: 0.816, Loss: 0.196 Epoch 2 Batch 157/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.805, Loss: 0.206 Epoch 2 Batch 158/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.790, Loss: 0.187 Epoch 2 Batch 159/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.827, Loss: 0.205 Epoch 2 Batch 160/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.842, Loss: 0.215 Epoch 2 Batch 161/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.824, Loss: 0.186 Epoch 2 Batch 162/2154 - Train Accuracy: 0.786, Validation Accuracy: 0.822, Loss: 0.208 Epoch 2 Batch 163/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.839, Loss: 0.178 Epoch 2 Batch 164/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.845, Loss: 0.211 Epoch 2 Batch 165/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.823, Loss: 0.175 Epoch 2 Batch 166/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.824, Loss: 0.195 Epoch 2 Batch 167/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.843, Loss: 0.211 Epoch 2 Batch 168/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.836, Loss: 0.200 Epoch 2 Batch 169/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.837, Loss: 0.238 Epoch 2 Batch 170/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.834, Loss: 0.174 Epoch 2 Batch 171/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.837, Loss: 0.188 Epoch 2 Batch 172/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.832, Loss: 0.205 Epoch 2 Batch 173/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.831, Loss: 0.189 Epoch 2 Batch 174/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.836, Loss: 0.195 Epoch 2 Batch 175/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.833, Loss: 0.230 Epoch 2 Batch 176/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.830, Loss: 0.257 Epoch 2 Batch 177/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.838, Loss: 0.212 Epoch 2 Batch 178/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.841, Loss: 0.228 Epoch 2 Batch 179/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.839, Loss: 0.212 Epoch 2 Batch 180/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.843, Loss: 0.223 Epoch 2 Batch 181/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.845, Loss: 0.212 Epoch 2 Batch 182/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.835, Loss: 0.234 Epoch 2 Batch 183/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.844, Loss: 0.188 Epoch 2 Batch 184/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.846, Loss: 0.212 Epoch 2 Batch 185/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.869, Loss: 0.198 Epoch 2 Batch 186/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.861, Loss: 0.217 Epoch 2 Batch 187/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.837, Loss: 0.207 Epoch 2 Batch 188/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.836, Loss: 0.188 Epoch 2 Batch 189/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.858, Loss: 0.194 Epoch 2 Batch 190/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.860, Loss: 0.159 Epoch 2 Batch 191/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.866, Loss: 0.238 Epoch 2 Batch 192/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.864, Loss: 0.218 Epoch 2 Batch 193/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.871, Loss: 0.212 Epoch 2 Batch 194/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.859, Loss: 0.201 Epoch 2 Batch 195/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.820, Loss: 0.197 Epoch 2 Batch 196/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.825, Loss: 0.211 Epoch 2 Batch 197/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.858, Loss: 0.176 Epoch 2 Batch 198/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.849, Loss: 0.197 Epoch 2 Batch 199/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.847, Loss: 0.232 Epoch 2 Batch 200/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.856, Loss: 0.189 Epoch 2 Batch 201/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.862, Loss: 0.201 Epoch 2 Batch 202/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.851, Loss: 0.199 Epoch 2 Batch 203/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.854, Loss: 0.218 Epoch 2 Batch 204/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.854, Loss: 0.197 Epoch 2 Batch 205/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.860, Loss: 0.175 Epoch 2 Batch 206/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.844, Loss: 0.204 Epoch 2 Batch 207/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.858, Loss: 0.250 Epoch 2 Batch 208/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.848, Loss: 0.215 Epoch 2 Batch 209/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.832, Loss: 0.228 Epoch 2 Batch 210/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.837, Loss: 0.177 Epoch 2 Batch 211/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.840, Loss: 0.196 Epoch 2 Batch 212/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.848, Loss: 0.201 Epoch 2 Batch 213/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.844, Loss: 0.200 Epoch 2 Batch 214/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.844, Loss: 0.271 Epoch 2 Batch 215/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.850, Loss: 0.167 Epoch 2 Batch 216/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.837, Loss: 0.206 Epoch 2 Batch 217/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.825, Loss: 0.196 Epoch 2 Batch 218/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.837, Loss: 0.191 Epoch 2 Batch 219/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.852, Loss: 0.215 Epoch 2 Batch 220/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.833, Loss: 0.211 Epoch 2 Batch 221/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.835, Loss: 0.174 Epoch 2 Batch 222/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.843, Loss: 0.195 Epoch 2 Batch 223/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.847, Loss: 0.202 Epoch 2 Batch 224/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.834, Loss: 0.209 Epoch 2 Batch 225/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.840, Loss: 0.221 Epoch 2 Batch 226/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.853, Loss: 0.173 Epoch 2 Batch 227/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.829, Loss: 0.198 Epoch 2 Batch 228/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.837, Loss: 0.202 Epoch 2 Batch 229/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.853, Loss: 0.203 Epoch 2 Batch 230/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.840, Loss: 0.205 Epoch 2 Batch 231/2154 - Train Accuracy: 0.829, Validation Accuracy: 0.822, Loss: 0.242 Epoch 2 Batch 232/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.833, Loss: 0.224 Epoch 2 Batch 233/2154 - Train Accuracy: 0.769, Validation Accuracy: 0.832, Loss: 0.251 Epoch 2 Batch 234/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.826, Loss: 0.186 Epoch 2 Batch 235/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.842, Loss: 0.210 Epoch 2 Batch 236/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.846, Loss: 0.198 Epoch 2 Batch 237/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.845, Loss: 0.215 Epoch 2 Batch 238/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.856, Loss: 0.202 Epoch 2 Batch 239/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.855, Loss: 0.204 Epoch 2 Batch 240/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.857, Loss: 0.222 Epoch 2 Batch 241/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.857, Loss: 0.208 Epoch 2 Batch 242/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.839, Loss: 0.197 Epoch 2 Batch 243/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.841, Loss: 0.197 Epoch 2 Batch 244/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.852, Loss: 0.192 Epoch 2 Batch 245/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.854, Loss: 0.182 Epoch 2 Batch 246/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.854, Loss: 0.202 Epoch 2 Batch 247/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.852, Loss: 0.192 Epoch 2 Batch 248/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.852, Loss: 0.169 Epoch 2 Batch 249/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.846, Loss: 0.208 Epoch 2 Batch 250/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.837, Loss: 0.209 Epoch 2 Batch 251/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.844, Loss: 0.182 Epoch 2 Batch 252/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.855, Loss: 0.217 Epoch 2 Batch 253/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.857, Loss: 0.198 Epoch 2 Batch 254/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.854, Loss: 0.164 Epoch 2 Batch 255/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.844, Loss: 0.197 Epoch 2 Batch 256/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.844, Loss: 0.180 Epoch 2 Batch 257/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.842, Loss: 0.216 Epoch 2 Batch 258/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.841, Loss: 0.153 Epoch 2 Batch 259/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.844, Loss: 0.209 Epoch 2 Batch 260/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.844, Loss: 0.215 Epoch 2 Batch 261/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.854, Loss: 0.178 Epoch 2 Batch 262/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.842, Loss: 0.165 Epoch 2 Batch 263/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.841, Loss: 0.203 Epoch 2 Batch 264/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.842, Loss: 0.190 Epoch 2 Batch 265/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.830, Loss: 0.211 Epoch 2 Batch 266/2154 - Train Accuracy: 0.832, Validation Accuracy: 0.827, Loss: 0.186 Epoch 2 Batch 267/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.826, Loss: 0.204 Epoch 2 Batch 268/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.812, Loss: 0.177 Epoch 2 Batch 269/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.825, Loss: 0.191 Epoch 2 Batch 270/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.822, Loss: 0.174 Epoch 2 Batch 271/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.822, Loss: 0.197 Epoch 2 Batch 272/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.818, Loss: 0.208 Epoch 2 Batch 273/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.821, Loss: 0.190 Epoch 2 Batch 274/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.822, Loss: 0.202 Epoch 2 Batch 275/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.831, Loss: 0.166 Epoch 2 Batch 276/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.821, Loss: 0.163 Epoch 2 Batch 277/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.834, Loss: 0.218 Epoch 2 Batch 278/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.823, Loss: 0.177 Epoch 2 Batch 279/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.831, Loss: 0.177 Epoch 2 Batch 280/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.828, Loss: 0.220 Epoch 2 Batch 281/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.822, Loss: 0.211 Epoch 2 Batch 282/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.853, Loss: 0.187 Epoch 2 Batch 283/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.862, Loss: 0.174 Epoch 2 Batch 284/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.862, Loss: 0.203 Epoch 2 Batch 285/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.853, Loss: 0.204 Epoch 2 Batch 286/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.857, Loss: 0.197 Epoch 2 Batch 287/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.833, Loss: 0.210 Epoch 2 Batch 288/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.832, Loss: 0.214 Epoch 2 Batch 289/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.840, Loss: 0.232 Epoch 2 Batch 290/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.847, Loss: 0.216 Epoch 2 Batch 291/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.848, Loss: 0.212 Epoch 2 Batch 292/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.837, Loss: 0.207 Epoch 2 Batch 293/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.827, Loss: 0.198 Epoch 2 Batch 294/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.829, Loss: 0.262 Epoch 2 Batch 295/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.833, Loss: 0.193 Epoch 2 Batch 296/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.837, Loss: 0.235 Epoch 2 Batch 297/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.835, Loss: 0.196 Epoch 2 Batch 298/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.827, Loss: 0.204 Epoch 2 Batch 299/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.817, Loss: 0.193 Epoch 2 Batch 300/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.827, Loss: 0.220 Epoch 2 Batch 301/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.837, Loss: 0.214 Epoch 2 Batch 302/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.832, Loss: 0.179 Epoch 2 Batch 303/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.837, Loss: 0.180 Epoch 2 Batch 304/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.835, Loss: 0.189 Epoch 2 Batch 305/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.832, Loss: 0.227 Epoch 2 Batch 306/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.834, Loss: 0.217 Epoch 2 Batch 307/2154 - Train Accuracy: 0.825, Validation Accuracy: 0.828, Loss: 0.245 Epoch 2 Batch 308/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.811, Loss: 0.171 Epoch 2 Batch 309/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.814, Loss: 0.202 Epoch 2 Batch 310/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.837, Loss: 0.207 Epoch 2 Batch 311/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.855, Loss: 0.173 Epoch 2 Batch 312/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.845, Loss: 0.211 Epoch 2 Batch 313/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.844, Loss: 0.165 Epoch 2 Batch 314/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.827, Loss: 0.179 Epoch 2 Batch 315/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.808, Loss: 0.196 Epoch 2 Batch 316/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.804, Loss: 0.186 Epoch 2 Batch 317/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.812, Loss: 0.225 Epoch 2 Batch 318/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.815, Loss: 0.239 Epoch 2 Batch 319/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.830, Loss: 0.169 Epoch 2 Batch 320/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.835, Loss: 0.169 Epoch 2 Batch 321/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.837, Loss: 0.208 Epoch 2 Batch 322/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.822, Loss: 0.213 Epoch 2 Batch 323/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.834, Loss: 0.201 Epoch 2 Batch 324/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.844, Loss: 0.158 Epoch 2 Batch 325/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.853, Loss: 0.227 Epoch 2 Batch 326/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.850, Loss: 0.225 Epoch 2 Batch 327/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.859, Loss: 0.236 Epoch 2 Batch 328/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.864, Loss: 0.193 Epoch 2 Batch 329/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.847, Loss: 0.232 Epoch 2 Batch 330/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.843, Loss: 0.174 Epoch 2 Batch 331/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.842, Loss: 0.190 Epoch 2 Batch 332/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.847, Loss: 0.188 Epoch 2 Batch 333/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.856, Loss: 0.206 Epoch 2 Batch 334/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.854, Loss: 0.222 Epoch 2 Batch 335/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.854, Loss: 0.172 Epoch 2 Batch 336/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.849, Loss: 0.212 Epoch 2 Batch 337/2154 - Train Accuracy: 0.793, Validation Accuracy: 0.849, Loss: 0.217 Epoch 2 Batch 338/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.848, Loss: 0.202 Epoch 2 Batch 339/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.847, Loss: 0.256 Epoch 2 Batch 340/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.849, Loss: 0.175 Epoch 2 Batch 341/2154 - Train Accuracy: 0.821, Validation Accuracy: 0.857, Loss: 0.201 Epoch 2 Batch 342/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.857, Loss: 0.212 Epoch 2 Batch 343/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.854, Loss: 0.193 Epoch 2 Batch 344/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.858, Loss: 0.191 Epoch 2 Batch 345/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.850, Loss: 0.213 Epoch 2 Batch 346/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.839, Loss: 0.144 Epoch 2 Batch 347/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.824, Loss: 0.206 Epoch 2 Batch 348/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.817, Loss: 0.201 Epoch 2 Batch 349/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.832, Loss: 0.175 Epoch 2 Batch 350/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.837, Loss: 0.232 Epoch 2 Batch 351/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.833, Loss: 0.206 Epoch 2 Batch 352/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.841, Loss: 0.185 Epoch 2 Batch 353/2154 - Train Accuracy: 0.799, Validation Accuracy: 0.835, Loss: 0.182 Epoch 2 Batch 354/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.815, Loss: 0.186 Epoch 2 Batch 355/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.814, Loss: 0.209 Epoch 2 Batch 356/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.827, Loss: 0.199 Epoch 2 Batch 357/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.839, Loss: 0.188 Epoch 2 Batch 358/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.842, Loss: 0.180 Epoch 2 Batch 359/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.862, Loss: 0.192 Epoch 2 Batch 360/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.861, Loss: 0.191 Epoch 2 Batch 361/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.854, Loss: 0.189 Epoch 2 Batch 362/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.858, Loss: 0.163 Epoch 2 Batch 363/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.840, Loss: 0.202 Epoch 2 Batch 364/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.837, Loss: 0.211 Epoch 2 Batch 365/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.833, Loss: 0.215 Epoch 2 Batch 366/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.836, Loss: 0.197 Epoch 2 Batch 367/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.845, Loss: 0.187 Epoch 2 Batch 368/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.838, Loss: 0.181 Epoch 2 Batch 369/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.839, Loss: 0.138 Epoch 2 Batch 370/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.853, Loss: 0.202 Epoch 2 Batch 371/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.839, Loss: 0.177 Epoch 2 Batch 372/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.824, Loss: 0.228 Epoch 2 Batch 373/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.812, Loss: 0.190 Epoch 2 Batch 374/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.810, Loss: 0.193 Epoch 2 Batch 375/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.818, Loss: 0.182 Epoch 2 Batch 376/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.834, Loss: 0.178 Epoch 2 Batch 377/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.847, Loss: 0.202 Epoch 2 Batch 378/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.837, Loss: 0.203 Epoch 2 Batch 379/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.828, Loss: 0.219 Epoch 2 Batch 380/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.834, Loss: 0.174 Epoch 2 Batch 381/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.827, Loss: 0.184 Epoch 2 Batch 382/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.823, Loss: 0.180 Epoch 2 Batch 383/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.825, Loss: 0.191 Epoch 2 Batch 384/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.834, Loss: 0.159 Epoch 2 Batch 385/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.832, Loss: 0.205 Epoch 2 Batch 386/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.827, Loss: 0.208 Epoch 2 Batch 387/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.833, Loss: 0.173 Epoch 2 Batch 388/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.817, Loss: 0.175 Epoch 2 Batch 389/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.856, Loss: 0.192 Epoch 2 Batch 390/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.857, Loss: 0.173 Epoch 2 Batch 391/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.849, Loss: 0.169 Epoch 2 Batch 392/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.839, Loss: 0.174 Epoch 2 Batch 393/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.835, Loss: 0.173 Epoch 2 Batch 394/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.836, Loss: 0.195 Epoch 2 Batch 395/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.835, Loss: 0.184 Epoch 2 Batch 396/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.817, Loss: 0.220 Epoch 2 Batch 397/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.834, Loss: 0.185 Epoch 2 Batch 398/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.832, Loss: 0.201 Epoch 2 Batch 399/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.857, Loss: 0.167 Epoch 2 Batch 400/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.855, Loss: 0.178 Epoch 2 Batch 401/2154 - Train Accuracy: 0.801, Validation Accuracy: 0.857, Loss: 0.232 Epoch 2 Batch 402/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.854, Loss: 0.212 Epoch 2 Batch 403/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.842, Loss: 0.169 Epoch 2 Batch 404/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.854, Loss: 0.154 Epoch 2 Batch 405/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.854, Loss: 0.185 Epoch 2 Batch 406/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.857, Loss: 0.201 Epoch 2 Batch 407/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.858, Loss: 0.196 Epoch 2 Batch 408/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.843, Loss: 0.175 Epoch 2 Batch 409/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.842, Loss: 0.192 Epoch 2 Batch 410/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.837, Loss: 0.197 Epoch 2 Batch 411/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.837, Loss: 0.212 Epoch 2 Batch 412/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.830, Loss: 0.191 Epoch 2 Batch 413/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.840, Loss: 0.188 Epoch 2 Batch 414/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.839, Loss: 0.188 Epoch 2 Batch 415/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.844, Loss: 0.192 Epoch 2 Batch 416/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.841, Loss: 0.184 Epoch 2 Batch 417/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.835, Loss: 0.185 Epoch 2 Batch 418/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.833, Loss: 0.190 Epoch 2 Batch 419/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.845, Loss: 0.180 Epoch 2 Batch 420/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.846, Loss: 0.166 Epoch 2 Batch 421/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.849, Loss: 0.213 Epoch 2 Batch 422/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.854, Loss: 0.172 Epoch 2 Batch 423/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.833, Loss: 0.189 Epoch 2 Batch 424/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.832, Loss: 0.207 Epoch 2 Batch 425/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.842, Loss: 0.164 Epoch 2 Batch 426/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.844, Loss: 0.148 Epoch 2 Batch 427/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.844, Loss: 0.162 Epoch 2 Batch 428/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.844, Loss: 0.161 Epoch 2 Batch 429/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.843, Loss: 0.169 Epoch 2 Batch 430/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.826, Loss: 0.185 Epoch 2 Batch 431/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.817, Loss: 0.210 Epoch 2 Batch 432/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.827, Loss: 0.194 Epoch 2 Batch 433/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.839, Loss: 0.219 Epoch 2 Batch 434/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.839, Loss: 0.198 Epoch 2 Batch 435/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.849, Loss: 0.188 Epoch 2 Batch 436/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.849, Loss: 0.182 Epoch 2 Batch 437/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.847, Loss: 0.224 Epoch 2 Batch 438/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.835, Loss: 0.215 Epoch 2 Batch 439/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.844, Loss: 0.166 Epoch 2 Batch 440/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.842, Loss: 0.175 Epoch 2 Batch 441/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.839, Loss: 0.156 Epoch 2 Batch 442/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.837, Loss: 0.183 Epoch 2 Batch 443/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.850, Loss: 0.216 Epoch 2 Batch 444/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.860, Loss: 0.175 Epoch 2 Batch 445/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.862, Loss: 0.195 Epoch 2 Batch 446/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.862, Loss: 0.164 Epoch 2 Batch 447/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.861, Loss: 0.168 Epoch 2 Batch 448/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.859, Loss: 0.161 Epoch 2 Batch 449/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.858, Loss: 0.214 Epoch 2 Batch 450/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.856, Loss: 0.176 Epoch 2 Batch 451/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.852, Loss: 0.193 Epoch 2 Batch 452/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.860, Loss: 0.232 Epoch 2 Batch 453/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.849, Loss: 0.188 Epoch 2 Batch 454/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.852, Loss: 0.172 Epoch 2 Batch 455/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.852, Loss: 0.201 Epoch 2 Batch 456/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.859, Loss: 0.202 Epoch 2 Batch 457/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.852, Loss: 0.170 Epoch 2 Batch 458/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.836, Loss: 0.194 Epoch 2 Batch 459/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.846, Loss: 0.196 Epoch 2 Batch 460/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.852, Loss: 0.168 Epoch 2 Batch 461/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.847, Loss: 0.166 Epoch 2 Batch 462/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.851, Loss: 0.194 Epoch 2 Batch 463/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.852, Loss: 0.176 Epoch 2 Batch 464/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.847, Loss: 0.237 Epoch 2 Batch 465/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.854, Loss: 0.185 Epoch 2 Batch 466/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.847, Loss: 0.186 Epoch 2 Batch 467/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.832, Loss: 0.197 Epoch 2 Batch 468/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.820, Loss: 0.255 Epoch 2 Batch 469/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.830, Loss: 0.172 Epoch 2 Batch 470/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.842, Loss: 0.228 Epoch 2 Batch 471/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.840, Loss: 0.226 Epoch 2 Batch 472/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.852, Loss: 0.152 Epoch 2 Batch 473/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.847, Loss: 0.210 Epoch 2 Batch 474/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.854, Loss: 0.184 Epoch 2 Batch 475/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.857, Loss: 0.187 Epoch 2 Batch 476/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.862, Loss: 0.176 Epoch 2 Batch 477/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.868, Loss: 0.196 Epoch 2 Batch 478/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.861, Loss: 0.167 Epoch 2 Batch 479/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.859, Loss: 0.167 Epoch 2 Batch 480/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.857, Loss: 0.156 Epoch 2 Batch 481/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.851, Loss: 0.164 Epoch 2 Batch 482/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.842, Loss: 0.200 Epoch 2 Batch 483/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.835, Loss: 0.171 Epoch 2 Batch 484/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.857, Loss: 0.157 Epoch 2 Batch 485/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.853, Loss: 0.172 Epoch 2 Batch 486/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.849, Loss: 0.173 Epoch 2 Batch 487/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.854, Loss: 0.211 Epoch 2 Batch 488/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.857, Loss: 0.176 Epoch 2 Batch 489/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.861, Loss: 0.171 Epoch 2 Batch 490/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.856, Loss: 0.200 Epoch 2 Batch 491/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.858, Loss: 0.165 Epoch 2 Batch 492/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.860, Loss: 0.167 Epoch 2 Batch 493/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.864, Loss: 0.175 Epoch 2 Batch 494/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.865, Loss: 0.215 Epoch 2 Batch 495/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.865, Loss: 0.174 Epoch 2 Batch 496/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.866, Loss: 0.176 Epoch 2 Batch 497/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.864, Loss: 0.192 Epoch 2 Batch 498/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.879, Loss: 0.164 Epoch 2 Batch 499/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.881, Loss: 0.192 Epoch 2 Batch 500/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.879, Loss: 0.187 Epoch 2 Batch 501/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.862, Loss: 0.198 Epoch 2 Batch 502/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.835, Loss: 0.182 Epoch 2 Batch 503/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.852, Loss: 0.164 Epoch 2 Batch 504/2154 - Train Accuracy: 0.789, Validation Accuracy: 0.845, Loss: 0.200 Epoch 2 Batch 505/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.843, Loss: 0.210 Epoch 2 Batch 506/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.844, Loss: 0.175 Epoch 2 Batch 507/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.867, Loss: 0.189 Epoch 2 Batch 508/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.862, Loss: 0.181 Epoch 2 Batch 509/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.862, Loss: 0.183 Epoch 2 Batch 510/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.847, Loss: 0.168 Epoch 2 Batch 511/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.844, Loss: 0.169 Epoch 2 Batch 512/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.831, Loss: 0.201 Epoch 2 Batch 513/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.844, Loss: 0.245 Epoch 2 Batch 514/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.832, Loss: 0.214 Epoch 2 Batch 515/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.857, Loss: 0.182 Epoch 2 Batch 516/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.847, Loss: 0.205 Epoch 2 Batch 517/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.845, Loss: 0.217 Epoch 2 Batch 518/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.845, Loss: 0.177 Epoch 2 Batch 519/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.855, Loss: 0.194 Epoch 2 Batch 520/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.850, Loss: 0.160 Epoch 2 Batch 521/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.850, Loss: 0.176 Epoch 2 Batch 522/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.857, Loss: 0.165 Epoch 2 Batch 523/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.857, Loss: 0.193 Epoch 2 Batch 524/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.859, Loss: 0.173 Epoch 2 Batch 525/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.858, Loss: 0.167 Epoch 2 Batch 526/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.860, Loss: 0.155 Epoch 2 Batch 527/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.859, Loss: 0.161 Epoch 2 Batch 528/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.856, Loss: 0.175 Epoch 2 Batch 529/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.857, Loss: 0.189 Epoch 2 Batch 530/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.845, Loss: 0.168 Epoch 2 Batch 531/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.846, Loss: 0.186 Epoch 2 Batch 532/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.846, Loss: 0.163 Epoch 2 Batch 533/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.846, Loss: 0.183 Epoch 2 Batch 534/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.845, Loss: 0.221 Epoch 2 Batch 535/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.844, Loss: 0.186 Epoch 2 Batch 536/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.842, Loss: 0.168 Epoch 2 Batch 537/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.842, Loss: 0.209 Epoch 2 Batch 538/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.844, Loss: 0.185 Epoch 2 Batch 539/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.848, Loss: 0.237 Epoch 2 Batch 540/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.848, Loss: 0.174 Epoch 2 Batch 541/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.848, Loss: 0.184 Epoch 2 Batch 542/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.849, Loss: 0.213 Epoch 2 Batch 543/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.848, Loss: 0.178 Epoch 2 Batch 544/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.852, Loss: 0.156 Epoch 2 Batch 545/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.849, Loss: 0.237 Epoch 2 Batch 546/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.847, Loss: 0.218 Epoch 2 Batch 547/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.835, Loss: 0.162 Epoch 2 Batch 548/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.846, Loss: 0.193 Epoch 2 Batch 549/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.847, Loss: 0.192 Epoch 2 Batch 550/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.849, Loss: 0.157 Epoch 2 Batch 551/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.837, Loss: 0.223 Epoch 2 Batch 552/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.846, Loss: 0.156 Epoch 2 Batch 553/2154 - Train Accuracy: 0.805, Validation Accuracy: 0.845, Loss: 0.251 Epoch 2 Batch 554/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.837, Loss: 0.177 Epoch 2 Batch 555/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.844, Loss: 0.186 Epoch 2 Batch 556/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.853, Loss: 0.152 Epoch 2 Batch 557/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.844, Loss: 0.218 Epoch 2 Batch 558/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.837, Loss: 0.239 Epoch 2 Batch 559/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.851, Loss: 0.241 Epoch 2 Batch 560/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.845, Loss: 0.209 Epoch 2 Batch 561/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.847, Loss: 0.184 Epoch 2 Batch 562/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.846, Loss: 0.192 Epoch 2 Batch 563/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.844, Loss: 0.213 Epoch 2 Batch 564/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.846, Loss: 0.196 Epoch 2 Batch 565/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.844, Loss: 0.175 Epoch 2 Batch 566/2154 - Train Accuracy: 0.798, Validation Accuracy: 0.825, Loss: 0.245 Epoch 2 Batch 567/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.829, Loss: 0.201 Epoch 2 Batch 568/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.849, Loss: 0.189 Epoch 2 Batch 569/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.846, Loss: 0.188 Epoch 2 Batch 570/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.852, Loss: 0.202 Epoch 2 Batch 571/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.843, Loss: 0.192 Epoch 2 Batch 572/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.836, Loss: 0.201 Epoch 2 Batch 573/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.848, Loss: 0.168 Epoch 2 Batch 574/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.847, Loss: 0.186 Epoch 2 Batch 575/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.847, Loss: 0.189 Epoch 2 Batch 576/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.856, Loss: 0.155 Epoch 2 Batch 577/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.857, Loss: 0.200 Epoch 2 Batch 578/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.859, Loss: 0.168 Epoch 2 Batch 579/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.857, Loss: 0.189 Epoch 2 Batch 580/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.856, Loss: 0.213 Epoch 2 Batch 581/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.838, Loss: 0.204 Epoch 2 Batch 582/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.837, Loss: 0.218 Epoch 2 Batch 583/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.837, Loss: 0.242 Epoch 2 Batch 584/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.844, Loss: 0.194 Epoch 2 Batch 585/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.845, Loss: 0.193 Epoch 2 Batch 586/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.849, Loss: 0.198 Epoch 2 Batch 587/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.852, Loss: 0.219 Epoch 2 Batch 588/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.851, Loss: 0.194 Epoch 2 Batch 589/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.850, Loss: 0.188 Epoch 2 Batch 590/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.847, Loss: 0.171 Epoch 2 Batch 591/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.858, Loss: 0.179 Epoch 2 Batch 592/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.857, Loss: 0.243 Epoch 2 Batch 593/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.857, Loss: 0.167 Epoch 2 Batch 594/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.847, Loss: 0.212 Epoch 2 Batch 595/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.850, Loss: 0.200 Epoch 2 Batch 596/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.844, Loss: 0.211 Epoch 2 Batch 597/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.849, Loss: 0.200 Epoch 2 Batch 598/2154 - Train Accuracy: 0.813, Validation Accuracy: 0.853, Loss: 0.247 Epoch 2 Batch 599/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.854, Loss: 0.216 Epoch 2 Batch 600/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.854, Loss: 0.146 Epoch 2 Batch 601/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.854, Loss: 0.151 Epoch 2 Batch 602/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.851, Loss: 0.169 Epoch 2 Batch 603/2154 - Train Accuracy: 0.824, Validation Accuracy: 0.851, Loss: 0.189 Epoch 2 Batch 604/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.837, Loss: 0.160 Epoch 2 Batch 605/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.832, Loss: 0.210 Epoch 2 Batch 606/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.840, Loss: 0.154 Epoch 2 Batch 607/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.841, Loss: 0.175 Epoch 2 Batch 608/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.862, Loss: 0.192 Epoch 2 Batch 609/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.861, Loss: 0.200 Epoch 2 Batch 610/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.847, Loss: 0.171 Epoch 2 Batch 611/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.853, Loss: 0.207 Epoch 2 Batch 612/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.855, Loss: 0.165 Epoch 2 Batch 613/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.873, Loss: 0.209 Epoch 2 Batch 614/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.881, Loss: 0.182 Epoch 2 Batch 615/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.876, Loss: 0.181 Epoch 2 Batch 616/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.864, Loss: 0.182 Epoch 2 Batch 617/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.855, Loss: 0.186 Epoch 2 Batch 618/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.846, Loss: 0.244 Epoch 2 Batch 619/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.862, Loss: 0.171 Epoch 2 Batch 620/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.860, Loss: 0.156 Epoch 2 Batch 621/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.859, Loss: 0.222 Epoch 2 Batch 622/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.868, Loss: 0.179 Epoch 2 Batch 623/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.860, Loss: 0.174 Epoch 2 Batch 624/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.860, Loss: 0.192 Epoch 2 Batch 625/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.859, Loss: 0.203 Epoch 2 Batch 626/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.859, Loss: 0.242 Epoch 2 Batch 627/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.861, Loss: 0.169 Epoch 2 Batch 628/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.869, Loss: 0.155 Epoch 2 Batch 629/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.861, Loss: 0.195 Epoch 2 Batch 630/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.859, Loss: 0.177 Epoch 2 Batch 631/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.857, Loss: 0.177 Epoch 2 Batch 632/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.869, Loss: 0.178 Epoch 2 Batch 633/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.852, Loss: 0.157 Epoch 2 Batch 634/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.874, Loss: 0.179 Epoch 2 Batch 635/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.866, Loss: 0.199 Epoch 2 Batch 636/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.862, Loss: 0.224 Epoch 2 Batch 637/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.855, Loss: 0.206 Epoch 2 Batch 638/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.847, Loss: 0.157 Epoch 2 Batch 639/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.858, Loss: 0.223 Epoch 2 Batch 640/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.860, Loss: 0.170 Epoch 2 Batch 641/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.861, Loss: 0.181 Epoch 2 Batch 642/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.872, Loss: 0.220 Epoch 2 Batch 643/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.872, Loss: 0.176 Epoch 2 Batch 644/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.857, Loss: 0.187 Epoch 2 Batch 645/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.857, Loss: 0.161 Epoch 2 Batch 646/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.866, Loss: 0.172 Epoch 2 Batch 647/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.860, Loss: 0.211 Epoch 2 Batch 648/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.857, Loss: 0.168 Epoch 2 Batch 649/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.856, Loss: 0.145 Epoch 2 Batch 650/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.855, Loss: 0.186 Epoch 2 Batch 651/2154 - Train Accuracy: 0.828, Validation Accuracy: 0.844, Loss: 0.195 Epoch 2 Batch 652/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.859, Loss: 0.183 Epoch 2 Batch 653/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.859, Loss: 0.179 Epoch 2 Batch 654/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.867, Loss: 0.172 Epoch 2 Batch 655/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.868, Loss: 0.199 Epoch 2 Batch 656/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.857, Loss: 0.188 Epoch 2 Batch 657/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.843, Loss: 0.192 Epoch 2 Batch 658/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.843, Loss: 0.211 Epoch 2 Batch 659/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.848, Loss: 0.190 Epoch 2 Batch 660/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.849, Loss: 0.199 Epoch 2 Batch 661/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.853, Loss: 0.157 Epoch 2 Batch 662/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.849, Loss: 0.205 Epoch 2 Batch 663/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.849, Loss: 0.207 Epoch 2 Batch 664/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.844, Loss: 0.185 Epoch 2 Batch 665/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.847, Loss: 0.143 Epoch 2 Batch 666/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.837, Loss: 0.149 Epoch 2 Batch 667/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.827, Loss: 0.148 Epoch 2 Batch 668/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.827, Loss: 0.171 Epoch 2 Batch 669/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.829, Loss: 0.161 Epoch 2 Batch 670/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.827, Loss: 0.177 Epoch 2 Batch 671/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.826, Loss: 0.199 Epoch 2 Batch 672/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.835, Loss: 0.134 Epoch 2 Batch 673/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.837, Loss: 0.242 Epoch 2 Batch 674/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.848, Loss: 0.162 Epoch 2 Batch 675/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.838, Loss: 0.181 Epoch 2 Batch 676/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.842, Loss: 0.209 Epoch 2 Batch 677/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.845, Loss: 0.174 Epoch 2 Batch 678/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.862, Loss: 0.220 Epoch 2 Batch 679/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.862, Loss: 0.172 Epoch 2 Batch 680/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.868, Loss: 0.178 Epoch 2 Batch 681/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.876, Loss: 0.184 Epoch 2 Batch 682/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.865, Loss: 0.158 Epoch 2 Batch 683/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.844, Loss: 0.174 Epoch 2 Batch 684/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.845, Loss: 0.264 Epoch 2 Batch 685/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.844, Loss: 0.147 Epoch 2 Batch 686/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.845, Loss: 0.142 Epoch 2 Batch 687/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.862, Loss: 0.198 Epoch 2 Batch 688/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.862, Loss: 0.162 Epoch 2 Batch 689/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.862, Loss: 0.157 Epoch 2 Batch 690/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.862, Loss: 0.199 Epoch 2 Batch 691/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.861, Loss: 0.177 Epoch 2 Batch 692/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.867, Loss: 0.173 Epoch 2 Batch 693/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.865, Loss: 0.166 Epoch 2 Batch 694/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.855, Loss: 0.169 Epoch 2 Batch 695/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.854, Loss: 0.155 Epoch 2 Batch 696/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.858, Loss: 0.138 Epoch 2 Batch 697/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.840, Loss: 0.147 Epoch 2 Batch 698/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.822, Loss: 0.197 Epoch 2 Batch 699/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.833, Loss: 0.178 Epoch 2 Batch 700/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.838, Loss: 0.178 Epoch 2 Batch 701/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.858, Loss: 0.170 Epoch 2 Batch 702/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.844, Loss: 0.183 Epoch 2 Batch 703/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.866, Loss: 0.179 Epoch 2 Batch 704/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.865, Loss: 0.176 Epoch 2 Batch 705/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.854, Loss: 0.192 Epoch 2 Batch 706/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.845, Loss: 0.178 Epoch 2 Batch 707/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.858, Loss: 0.172 Epoch 2 Batch 708/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.851, Loss: 0.193 Epoch 2 Batch 709/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.846, Loss: 0.212 Epoch 2 Batch 710/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.856, Loss: 0.168 Epoch 2 Batch 711/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.840, Loss: 0.187 Epoch 2 Batch 712/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.839, Loss: 0.167 Epoch 2 Batch 713/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.825, Loss: 0.150 Epoch 2 Batch 714/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.850, Loss: 0.198 Epoch 2 Batch 715/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.844, Loss: 0.174 Epoch 2 Batch 716/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.836, Loss: 0.155 Epoch 2 Batch 717/2154 - Train Accuracy: 0.817, Validation Accuracy: 0.832, Loss: 0.207 Epoch 2 Batch 718/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.833, Loss: 0.191 Epoch 2 Batch 719/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.815, Loss: 0.170 Epoch 2 Batch 720/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.820, Loss: 0.194 Epoch 2 Batch 721/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.825, Loss: 0.183 Epoch 2 Batch 722/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.825, Loss: 0.162 Epoch 2 Batch 723/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.839, Loss: 0.184 Epoch 2 Batch 724/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.846, Loss: 0.195 Epoch 2 Batch 725/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.828, Loss: 0.188 Epoch 2 Batch 726/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.837, Loss: 0.198 Epoch 2 Batch 727/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.834, Loss: 0.204 Epoch 2 Batch 728/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.845, Loss: 0.165 Epoch 2 Batch 729/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.841, Loss: 0.159 Epoch 2 Batch 730/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.832, Loss: 0.224 Epoch 2 Batch 731/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.829, Loss: 0.179 Epoch 2 Batch 732/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.857, Loss: 0.150 Epoch 2 Batch 733/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.872, Loss: 0.175 Epoch 2 Batch 734/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.852, Loss: 0.181 Epoch 2 Batch 735/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.840, Loss: 0.155 Epoch 2 Batch 736/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.842, Loss: 0.172 Epoch 2 Batch 737/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.844, Loss: 0.171 Epoch 2 Batch 738/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.844, Loss: 0.172 Epoch 2 Batch 739/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.871, Loss: 0.143 Epoch 2 Batch 740/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.862, Loss: 0.174 Epoch 2 Batch 741/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.852, Loss: 0.203 Epoch 2 Batch 742/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.853, Loss: 0.140 Epoch 2 Batch 743/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.852, Loss: 0.157 Epoch 2 Batch 744/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.847, Loss: 0.155 Epoch 2 Batch 745/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.869, Loss: 0.175 Epoch 2 Batch 746/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.857, Loss: 0.137 Epoch 2 Batch 747/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.854, Loss: 0.194 Epoch 2 Batch 748/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.865, Loss: 0.139 Epoch 2 Batch 749/2154 - Train Accuracy: 0.811, Validation Accuracy: 0.873, Loss: 0.169 Epoch 2 Batch 750/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.855, Loss: 0.192 Epoch 2 Batch 751/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.859, Loss: 0.178 Epoch 2 Batch 752/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.866, Loss: 0.176 Epoch 2 Batch 753/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.866, Loss: 0.175 Epoch 2 Batch 754/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.866, Loss: 0.186 Epoch 2 Batch 755/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.866, Loss: 0.205 Epoch 2 Batch 756/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.859, Loss: 0.154 Epoch 2 Batch 757/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.859, Loss: 0.192 Epoch 2 Batch 758/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.859, Loss: 0.141 Epoch 2 Batch 759/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.857, Loss: 0.187 Epoch 2 Batch 760/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.856, Loss: 0.191 Epoch 2 Batch 761/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.862, Loss: 0.151 Epoch 2 Batch 762/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.859, Loss: 0.152 Epoch 2 Batch 763/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.864, Loss: 0.218 Epoch 2 Batch 764/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.867, Loss: 0.185 Epoch 2 Batch 765/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.862, Loss: 0.240 Epoch 2 Batch 766/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.864, Loss: 0.187 Epoch 2 Batch 767/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.871, Loss: 0.188 Epoch 2 Batch 768/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.851, Loss: 0.167 Epoch 2 Batch 769/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.868, Loss: 0.180 Epoch 2 Batch 770/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.869, Loss: 0.142 Epoch 2 Batch 771/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.846, Loss: 0.171 Epoch 2 Batch 772/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.861, Loss: 0.138 Epoch 2 Batch 773/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.857, Loss: 0.175 Epoch 2 Batch 774/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.840, Loss: 0.190 Epoch 2 Batch 775/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.830, Loss: 0.181 Epoch 2 Batch 776/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.832, Loss: 0.194 Epoch 2 Batch 777/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.837, Loss: 0.179 Epoch 2 Batch 778/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.834, Loss: 0.182 Epoch 2 Batch 779/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.852, Loss: 0.190 Epoch 2 Batch 780/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.848, Loss: 0.163 Epoch 2 Batch 781/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.852, Loss: 0.170 Epoch 2 Batch 782/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.838, Loss: 0.190 Epoch 2 Batch 783/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.839, Loss: 0.150 Epoch 2 Batch 784/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.857, Loss: 0.210 Epoch 2 Batch 785/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.864, Loss: 0.155 Epoch 2 Batch 786/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.876, Loss: 0.167 Epoch 2 Batch 787/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.876, Loss: 0.164 Epoch 2 Batch 788/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.858, Loss: 0.145 Epoch 2 Batch 789/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.863, Loss: 0.204 Epoch 2 Batch 790/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.862, Loss: 0.160 Epoch 2 Batch 791/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.868, Loss: 0.167 Epoch 2 Batch 792/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.869, Loss: 0.174 Epoch 2 Batch 793/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.872, Loss: 0.206 Epoch 2 Batch 794/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.869, Loss: 0.187 Epoch 2 Batch 795/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.864, Loss: 0.195 Epoch 2 Batch 796/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.854, Loss: 0.170 Epoch 2 Batch 797/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.841, Loss: 0.172 Epoch 2 Batch 798/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.848, Loss: 0.176 Epoch 2 Batch 799/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.861, Loss: 0.167 Epoch 2 Batch 800/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.874, Loss: 0.149 Epoch 2 Batch 801/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.853, Loss: 0.178 Epoch 2 Batch 802/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.873, Loss: 0.197 Epoch 2 Batch 803/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.874, Loss: 0.155 Epoch 2 Batch 804/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.865, Loss: 0.146 Epoch 2 Batch 805/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.875, Loss: 0.152 Epoch 2 Batch 806/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.881, Loss: 0.162 Epoch 2 Batch 807/2154 - Train Accuracy: 0.818, Validation Accuracy: 0.879, Loss: 0.178 Epoch 2 Batch 808/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.877, Loss: 0.201 Epoch 2 Batch 809/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.869, Loss: 0.168 Epoch 2 Batch 810/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.862, Loss: 0.164 Epoch 2 Batch 811/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.856, Loss: 0.187 Epoch 2 Batch 812/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.853, Loss: 0.177 Epoch 2 Batch 813/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.857, Loss: 0.157 Epoch 2 Batch 814/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.849, Loss: 0.184 Epoch 2 Batch 815/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.860, Loss: 0.200 Epoch 2 Batch 816/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.855, Loss: 0.178 Epoch 2 Batch 817/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.844, Loss: 0.190 Epoch 2 Batch 818/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.846, Loss: 0.153 Epoch 2 Batch 819/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.841, Loss: 0.195 Epoch 2 Batch 820/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.849, Loss: 0.189 Epoch 2 Batch 821/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.863, Loss: 0.185 Epoch 2 Batch 822/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.862, Loss: 0.180 Epoch 2 Batch 823/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.859, Loss: 0.191 Epoch 2 Batch 824/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.859, Loss: 0.221 Epoch 2 Batch 825/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.851, Loss: 0.148 Epoch 2 Batch 826/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.851, Loss: 0.147 Epoch 2 Batch 827/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.844, Loss: 0.155 Epoch 2 Batch 828/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.852, Loss: 0.177 Epoch 2 Batch 829/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.853, Loss: 0.151 Epoch 2 Batch 830/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.854, Loss: 0.188 Epoch 2 Batch 831/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.862, Loss: 0.169 Epoch 2 Batch 832/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.862, Loss: 0.175 Epoch 2 Batch 833/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.862, Loss: 0.177 Epoch 2 Batch 834/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.854, Loss: 0.169 Epoch 2 Batch 835/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.855, Loss: 0.202 Epoch 2 Batch 836/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.854, Loss: 0.210 Epoch 2 Batch 837/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.878, Loss: 0.160 Epoch 2 Batch 838/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.886, Loss: 0.156 Epoch 2 Batch 839/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.862, Loss: 0.139 Epoch 2 Batch 840/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.852, Loss: 0.186 Epoch 2 Batch 841/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.849, Loss: 0.147 Epoch 2 Batch 842/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.857, Loss: 0.160 Epoch 2 Batch 843/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.856, Loss: 0.195 Epoch 2 Batch 844/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.852, Loss: 0.179 Epoch 2 Batch 845/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.866, Loss: 0.189 Epoch 2 Batch 846/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.864, Loss: 0.161 Epoch 2 Batch 847/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.866, Loss: 0.165 Epoch 2 Batch 848/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.867, Loss: 0.215 Epoch 2 Batch 849/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.864, Loss: 0.184 Epoch 2 Batch 850/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.865, Loss: 0.144 Epoch 2 Batch 851/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.868, Loss: 0.151 Epoch 2 Batch 852/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.872, Loss: 0.172 Epoch 2 Batch 853/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.879, Loss: 0.169 Epoch 2 Batch 854/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.874, Loss: 0.210 Epoch 2 Batch 855/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.861, Loss: 0.194 Epoch 2 Batch 856/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.844, Loss: 0.151 Epoch 2 Batch 857/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.844, Loss: 0.175 Epoch 2 Batch 858/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.850, Loss: 0.150 Epoch 2 Batch 859/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.853, Loss: 0.167 Epoch 2 Batch 860/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.855, Loss: 0.181 Epoch 2 Batch 861/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.859, Loss: 0.165 Epoch 2 Batch 862/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.857, Loss: 0.148 Epoch 2 Batch 863/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.851, Loss: 0.143 Epoch 2 Batch 864/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.849, Loss: 0.175 Epoch 2 Batch 865/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.845, Loss: 0.184 Epoch 2 Batch 866/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.840, Loss: 0.179 Epoch 2 Batch 867/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.840, Loss: 0.209 Epoch 2 Batch 868/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.847, Loss: 0.147 Epoch 2 Batch 869/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.834, Loss: 0.175 Epoch 2 Batch 870/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.832, Loss: 0.181 Epoch 2 Batch 871/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.853, Loss: 0.196 Epoch 2 Batch 872/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.849, Loss: 0.176 Epoch 2 Batch 873/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.848, Loss: 0.162 Epoch 2 Batch 874/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.852, Loss: 0.188 Epoch 2 Batch 875/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.857, Loss: 0.167 Epoch 2 Batch 876/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.842, Loss: 0.173 Epoch 2 Batch 877/2154 - Train Accuracy: 0.820, Validation Accuracy: 0.824, Loss: 0.186 Epoch 2 Batch 878/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.827, Loss: 0.163 Epoch 2 Batch 879/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.827, Loss: 0.175 Epoch 2 Batch 880/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.822, Loss: 0.205 Epoch 2 Batch 881/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.837, Loss: 0.191 Epoch 2 Batch 882/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.835, Loss: 0.218 Epoch 2 Batch 883/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.835, Loss: 0.175 Epoch 2 Batch 884/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.836, Loss: 0.169 Epoch 2 Batch 885/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.830, Loss: 0.188 Epoch 2 Batch 886/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.834, Loss: 0.148 Epoch 2 Batch 887/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.832, Loss: 0.142 Epoch 2 Batch 888/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.838, Loss: 0.209 Epoch 2 Batch 889/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.845, Loss: 0.168 Epoch 2 Batch 890/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.850, Loss: 0.173 Epoch 2 Batch 891/2154 - Train Accuracy: 0.794, Validation Accuracy: 0.833, Loss: 0.208 Epoch 2 Batch 892/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.834, Loss: 0.142 Epoch 2 Batch 893/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.848, Loss: 0.165 Epoch 2 Batch 894/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.849, Loss: 0.148 Epoch 2 Batch 895/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.857, Loss: 0.185 Epoch 2 Batch 896/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.835, Loss: 0.174 Epoch 2 Batch 897/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.851, Loss: 0.211 Epoch 2 Batch 898/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.864, Loss: 0.201 Epoch 2 Batch 899/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.870, Loss: 0.181 Epoch 2 Batch 900/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.844, Loss: 0.202 Epoch 2 Batch 901/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.831, Loss: 0.180 Epoch 2 Batch 902/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.848, Loss: 0.183 Epoch 2 Batch 903/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.838, Loss: 0.180 Epoch 2 Batch 904/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.859, Loss: 0.174 Epoch 2 Batch 905/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.864, Loss: 0.142 Epoch 2 Batch 906/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.857, Loss: 0.172 Epoch 2 Batch 907/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.849, Loss: 0.172 Epoch 2 Batch 908/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.847, Loss: 0.165 Epoch 2 Batch 909/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.841, Loss: 0.181 Epoch 2 Batch 910/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.847, Loss: 0.159 Epoch 2 Batch 911/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.844, Loss: 0.161 Epoch 2 Batch 912/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.843, Loss: 0.190 Epoch 2 Batch 913/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.847, Loss: 0.172 Epoch 2 Batch 914/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.841, Loss: 0.182 Epoch 2 Batch 915/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.841, Loss: 0.121 Epoch 2 Batch 916/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.842, Loss: 0.168 Epoch 2 Batch 917/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.841, Loss: 0.169 Epoch 2 Batch 918/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.848, Loss: 0.221 Epoch 2 Batch 919/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.849, Loss: 0.191 Epoch 2 Batch 920/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.851, Loss: 0.146 Epoch 2 Batch 921/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.850, Loss: 0.143 Epoch 2 Batch 922/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.848, Loss: 0.200 Epoch 2 Batch 923/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.851, Loss: 0.176 Epoch 2 Batch 924/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.852, Loss: 0.157 Epoch 2 Batch 925/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.852, Loss: 0.151 Epoch 2 Batch 926/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.852, Loss: 0.196 Epoch 2 Batch 927/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.851, Loss: 0.146 Epoch 2 Batch 928/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.856, Loss: 0.175 Epoch 2 Batch 929/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.851, Loss: 0.153 Epoch 2 Batch 930/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.844, Loss: 0.169 Epoch 2 Batch 931/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.849, Loss: 0.170 Epoch 2 Batch 932/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.851, Loss: 0.178 Epoch 2 Batch 933/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.851, Loss: 0.158 Epoch 2 Batch 934/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.852, Loss: 0.143 Epoch 2 Batch 935/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.849, Loss: 0.212 Epoch 2 Batch 936/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.853, Loss: 0.157 Epoch 2 Batch 937/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.843, Loss: 0.156 Epoch 2 Batch 938/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.844, Loss: 0.217 Epoch 2 Batch 939/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.849, Loss: 0.184 Epoch 2 Batch 940/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.843, Loss: 0.192 Epoch 2 Batch 941/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.840, Loss: 0.191 Epoch 2 Batch 942/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.845, Loss: 0.174 Epoch 2 Batch 943/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.847, Loss: 0.176 Epoch 2 Batch 944/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.853, Loss: 0.155 Epoch 2 Batch 945/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.858, Loss: 0.151 Epoch 2 Batch 946/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.857, Loss: 0.161 Epoch 2 Batch 947/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.858, Loss: 0.208 Epoch 2 Batch 948/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.862, Loss: 0.187 Epoch 2 Batch 949/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.862, Loss: 0.165 Epoch 2 Batch 950/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.862, Loss: 0.182 Epoch 2 Batch 951/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.859, Loss: 0.165 Epoch 2 Batch 952/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.864, Loss: 0.166 Epoch 2 Batch 953/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.869, Loss: 0.169 Epoch 2 Batch 954/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.852, Loss: 0.153 Epoch 2 Batch 955/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.867, Loss: 0.186 Epoch 2 Batch 956/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.863, Loss: 0.157 Epoch 2 Batch 957/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.866, Loss: 0.203 Epoch 2 Batch 958/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.865, Loss: 0.158 Epoch 2 Batch 959/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.847, Loss: 0.168 Epoch 2 Batch 960/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.849, Loss: 0.180 Epoch 2 Batch 961/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.857, Loss: 0.149 Epoch 2 Batch 962/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.855, Loss: 0.164 Epoch 2 Batch 963/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.854, Loss: 0.163 Epoch 2 Batch 964/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.866, Loss: 0.155 Epoch 2 Batch 965/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.880, Loss: 0.194 Epoch 2 Batch 966/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.877, Loss: 0.165 Epoch 2 Batch 967/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.869, Loss: 0.154 Epoch 2 Batch 968/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.866, Loss: 0.167 Epoch 2 Batch 969/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.862, Loss: 0.165 Epoch 2 Batch 970/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.864, Loss: 0.191 Epoch 2 Batch 971/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.874, Loss: 0.176 Epoch 2 Batch 972/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.861, Loss: 0.162 Epoch 2 Batch 973/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.852, Loss: 0.145 Epoch 2 Batch 974/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.868, Loss: 0.170 Epoch 2 Batch 975/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.869, Loss: 0.180 Epoch 2 Batch 976/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.871, Loss: 0.178 Epoch 2 Batch 977/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.871, Loss: 0.157 Epoch 2 Batch 978/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.871, Loss: 0.165 Epoch 2 Batch 979/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.872, Loss: 0.146 Epoch 2 Batch 980/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.862, Loss: 0.149 Epoch 2 Batch 981/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.862, Loss: 0.193 Epoch 2 Batch 982/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.852, Loss: 0.172 Epoch 2 Batch 983/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.851, Loss: 0.177 Epoch 2 Batch 984/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.854, Loss: 0.191 Epoch 2 Batch 985/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.859, Loss: 0.179 Epoch 2 Batch 986/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.864, Loss: 0.167 Epoch 2 Batch 987/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.864, Loss: 0.147 Epoch 2 Batch 988/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.859, Loss: 0.148 Epoch 2 Batch 989/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.879, Loss: 0.159 Epoch 2 Batch 990/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.844, Loss: 0.148 Epoch 2 Batch 991/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.842, Loss: 0.161 Epoch 2 Batch 992/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.842, Loss: 0.160 Epoch 2 Batch 993/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.841, Loss: 0.139 Epoch 2 Batch 994/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.845, Loss: 0.185 Epoch 2 Batch 995/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.850, Loss: 0.168 Epoch 2 Batch 996/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.847, Loss: 0.197 Epoch 2 Batch 997/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.850, Loss: 0.147 Epoch 2 Batch 998/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.850, Loss: 0.187 Epoch 2 Batch 999/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.855, Loss: 0.153 Epoch 2 Batch 1000/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.858, Loss: 0.144 Epoch 2 Batch 1001/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.864, Loss: 0.139 Epoch 2 Batch 1002/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.861, Loss: 0.157 Epoch 2 Batch 1003/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.868, Loss: 0.168 Epoch 2 Batch 1004/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.868, Loss: 0.147 Epoch 2 Batch 1005/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.856, Loss: 0.156 Epoch 2 Batch 1006/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.827, Loss: 0.179 Epoch 2 Batch 1007/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.835, Loss: 0.161 Epoch 2 Batch 1008/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.866, Loss: 0.159 Epoch 2 Batch 1009/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.875, Loss: 0.192 Epoch 2 Batch 1010/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.875, Loss: 0.170 Epoch 2 Batch 1011/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.876, Loss: 0.154 Epoch 2 Batch 1012/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.870, Loss: 0.154 Epoch 2 Batch 1013/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.886, Loss: 0.178 Epoch 2 Batch 1014/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.871, Loss: 0.170 Epoch 2 Batch 1015/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.867, Loss: 0.172 Epoch 2 Batch 1016/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.872, Loss: 0.144 Epoch 2 Batch 1017/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.869, Loss: 0.169 Epoch 2 Batch 1018/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.869, Loss: 0.169 Epoch 2 Batch 1019/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.870, Loss: 0.174 Epoch 2 Batch 1020/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.871, Loss: 0.165 Epoch 2 Batch 1021/2154 - Train Accuracy: 0.836, Validation Accuracy: 0.862, Loss: 0.171 Epoch 2 Batch 1022/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.858, Loss: 0.128 Epoch 2 Batch 1023/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.858, Loss: 0.160 Epoch 2 Batch 1024/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.858, Loss: 0.171 Epoch 2 Batch 1025/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.862, Loss: 0.150 Epoch 2 Batch 1026/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.852, Loss: 0.162 Epoch 2 Batch 1027/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.849, Loss: 0.162 Epoch 2 Batch 1028/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.857, Loss: 0.210 Epoch 2 Batch 1029/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.869, Loss: 0.155 Epoch 2 Batch 1030/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.851, Loss: 0.185 Epoch 2 Batch 1031/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.858, Loss: 0.189 Epoch 2 Batch 1032/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.854, Loss: 0.152 Epoch 2 Batch 1033/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.866, Loss: 0.163 Epoch 2 Batch 1034/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.854, Loss: 0.176 Epoch 2 Batch 1035/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.847, Loss: 0.162 Epoch 2 Batch 1036/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.839, Loss: 0.187 Epoch 2 Batch 1037/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.835, Loss: 0.163 Epoch 2 Batch 1038/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.825, Loss: 0.148 Epoch 2 Batch 1039/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.844, Loss: 0.192 Epoch 2 Batch 1040/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.844, Loss: 0.130 Epoch 2 Batch 1041/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.844, Loss: 0.162 Epoch 2 Batch 1042/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.848, Loss: 0.153 Epoch 2 Batch 1043/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.856, Loss: 0.148 Epoch 2 Batch 1044/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.854, Loss: 0.181 Epoch 2 Batch 1045/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.862, Loss: 0.198 Epoch 2 Batch 1046/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.862, Loss: 0.168 Epoch 2 Batch 1047/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.856, Loss: 0.164 Epoch 2 Batch 1048/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.866, Loss: 0.174 Epoch 2 Batch 1049/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.864, Loss: 0.154 Epoch 2 Batch 1050/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.859, Loss: 0.199 Epoch 2 Batch 1051/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.872, Loss: 0.150 Epoch 2 Batch 1052/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.872, Loss: 0.184 Epoch 2 Batch 1053/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.876, Loss: 0.160 Epoch 2 Batch 1054/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.864, Loss: 0.137 Epoch 2 Batch 1055/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.881, Loss: 0.157 Epoch 2 Batch 1056/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.878, Loss: 0.171 Epoch 2 Batch 1057/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.880, Loss: 0.178 Epoch 2 Batch 1058/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.869, Loss: 0.142 Epoch 2 Batch 1059/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.869, Loss: 0.164 Epoch 2 Batch 1060/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.869, Loss: 0.173 Epoch 2 Batch 1061/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.844, Loss: 0.194 Epoch 2 Batch 1062/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.866, Loss: 0.162 Epoch 2 Batch 1063/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.857, Loss: 0.173 Epoch 2 Batch 1064/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.855, Loss: 0.151 Epoch 2 Batch 1065/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.857, Loss: 0.201 Epoch 2 Batch 1066/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.839, Loss: 0.199 Epoch 2 Batch 1067/2154 - Train Accuracy: 0.831, Validation Accuracy: 0.837, Loss: 0.186 Epoch 2 Batch 1068/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.840, Loss: 0.185 Epoch 2 Batch 1069/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.842, Loss: 0.168 Epoch 2 Batch 1070/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.841, Loss: 0.159 Epoch 2 Batch 1071/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.834, Loss: 0.159 Epoch 2 Batch 1072/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.840, Loss: 0.177 Epoch 2 Batch 1073/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.836, Loss: 0.170 Epoch 2 Batch 1074/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.835, Loss: 0.160 Epoch 2 Batch 1075/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.839, Loss: 0.162 Epoch 2 Batch 1076/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.861, Loss: 0.174 Epoch 2 Batch 1077/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.855, Loss: 0.124 Epoch 2 Batch 1078/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.844, Loss: 0.166 Epoch 2 Batch 1079/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.839, Loss: 0.205 Epoch 2 Batch 1080/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.832, Loss: 0.170 Epoch 2 Batch 1081/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.832, Loss: 0.146 Epoch 2 Batch 1082/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.825, Loss: 0.153 Epoch 2 Batch 1083/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.837, Loss: 0.165 Epoch 2 Batch 1084/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.837, Loss: 0.150 Epoch 2 Batch 1085/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.827, Loss: 0.154 Epoch 2 Batch 1086/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.837, Loss: 0.154 Epoch 2 Batch 1087/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.847, Loss: 0.193 Epoch 2 Batch 1088/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.852, Loss: 0.133 Epoch 2 Batch 1089/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.848, Loss: 0.142 Epoch 2 Batch 1090/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.866, Loss: 0.173 Epoch 2 Batch 1091/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.868, Loss: 0.180 Epoch 2 Batch 1092/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.867, Loss: 0.184 Epoch 2 Batch 1093/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.871, Loss: 0.184 Epoch 2 Batch 1094/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.869, Loss: 0.168 Epoch 2 Batch 1095/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.863, Loss: 0.132 Epoch 2 Batch 1096/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.878, Loss: 0.168 Epoch 2 Batch 1097/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.886, Loss: 0.189 Epoch 2 Batch 1098/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.875, Loss: 0.158 Epoch 2 Batch 1099/2154 - Train Accuracy: 0.810, Validation Accuracy: 0.868, Loss: 0.184 Epoch 2 Batch 1100/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.867, Loss: 0.186 Epoch 2 Batch 1101/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.875, Loss: 0.160 Epoch 2 Batch 1102/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.876, Loss: 0.169 Epoch 2 Batch 1103/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.874, Loss: 0.161 Epoch 2 Batch 1104/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.870, Loss: 0.188 Epoch 2 Batch 1105/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.879, Loss: 0.172 Epoch 2 Batch 1106/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.884, Loss: 0.184 Epoch 2 Batch 1107/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.881, Loss: 0.160 Epoch 2 Batch 1108/2154 - Train Accuracy: 0.826, Validation Accuracy: 0.885, Loss: 0.204 Epoch 2 Batch 1109/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.883, Loss: 0.137 Epoch 2 Batch 1110/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.872, Loss: 0.180 Epoch 2 Batch 1111/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.881, Loss: 0.176 Epoch 2 Batch 1112/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.887, Loss: 0.132 Epoch 2 Batch 1113/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.884, Loss: 0.146 Epoch 2 Batch 1114/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.874, Loss: 0.162 Epoch 2 Batch 1115/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.884, Loss: 0.160 Epoch 2 Batch 1116/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.871, Loss: 0.151 Epoch 2 Batch 1117/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.881, Loss: 0.160 Epoch 2 Batch 1118/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.880, Loss: 0.170 Epoch 2 Batch 1119/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.879, Loss: 0.175 Epoch 2 Batch 1120/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.856, Loss: 0.136 Epoch 2 Batch 1121/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.837, Loss: 0.163 Epoch 2 Batch 1122/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.826, Loss: 0.143 Epoch 2 Batch 1123/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.847, Loss: 0.132 Epoch 2 Batch 1124/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.859, Loss: 0.167 Epoch 2 Batch 1125/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.876, Loss: 0.153 Epoch 2 Batch 1126/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.877, Loss: 0.160 Epoch 2 Batch 1127/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.881, Loss: 0.185 Epoch 2 Batch 1128/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.889, Loss: 0.155 Epoch 2 Batch 1129/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.883, Loss: 0.169 Epoch 2 Batch 1130/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.884, Loss: 0.187 Epoch 2 Batch 1131/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.882, Loss: 0.185 Epoch 2 Batch 1132/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.873, Loss: 0.161 Epoch 2 Batch 1133/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.882, Loss: 0.211 Epoch 2 Batch 1134/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.881, Loss: 0.157 Epoch 2 Batch 1135/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.865, Loss: 0.153 Epoch 2 Batch 1136/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.868, Loss: 0.183 Epoch 2 Batch 1137/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.866, Loss: 0.187 Epoch 2 Batch 1138/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.865, Loss: 0.162 Epoch 2 Batch 1139/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.874, Loss: 0.181 Epoch 2 Batch 1140/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.876, Loss: 0.185 Epoch 2 Batch 1141/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.878, Loss: 0.169 Epoch 2 Batch 1142/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.876, Loss: 0.194 Epoch 2 Batch 1143/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.875, Loss: 0.151 Epoch 2 Batch 1144/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.876, Loss: 0.127 Epoch 2 Batch 1145/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.874, Loss: 0.171 Epoch 2 Batch 1146/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.874, Loss: 0.121 Epoch 2 Batch 1147/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.873, Loss: 0.149 Epoch 2 Batch 1148/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.883, Loss: 0.194 Epoch 2 Batch 1149/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.876, Loss: 0.180 Epoch 2 Batch 1150/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.868, Loss: 0.168 Epoch 2 Batch 1151/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.869, Loss: 0.176 Epoch 2 Batch 1152/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.865, Loss: 0.147 Epoch 2 Batch 1153/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.859, Loss: 0.164 Epoch 2 Batch 1154/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.872, Loss: 0.151 Epoch 2 Batch 1155/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.877, Loss: 0.145 Epoch 2 Batch 1156/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.875, Loss: 0.162 Epoch 2 Batch 1157/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.876, Loss: 0.167 Epoch 2 Batch 1158/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.871, Loss: 0.163 Epoch 2 Batch 1159/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.861, Loss: 0.150 Epoch 2 Batch 1160/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.858, Loss: 0.164 Epoch 2 Batch 1161/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.864, Loss: 0.130 Epoch 2 Batch 1162/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.870, Loss: 0.141 Epoch 2 Batch 1163/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.870, Loss: 0.134 Epoch 2 Batch 1164/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.867, Loss: 0.147 Epoch 2 Batch 1165/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.865, Loss: 0.161 Epoch 2 Batch 1166/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.849, Loss: 0.143 Epoch 2 Batch 1167/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.851, Loss: 0.172 Epoch 2 Batch 1168/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.859, Loss: 0.160 Epoch 2 Batch 1169/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.855, Loss: 0.200 Epoch 2 Batch 1170/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.855, Loss: 0.159 Epoch 2 Batch 1171/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.857, Loss: 0.124 Epoch 2 Batch 1172/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.857, Loss: 0.157 Epoch 2 Batch 1173/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.859, Loss: 0.146 Epoch 2 Batch 1174/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.860, Loss: 0.162 Epoch 2 Batch 1175/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.862, Loss: 0.181 Epoch 2 Batch 1176/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.852, Loss: 0.152 Epoch 2 Batch 1177/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.850, Loss: 0.145 Epoch 2 Batch 1178/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.849, Loss: 0.142 Epoch 2 Batch 1179/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.842, Loss: 0.140 Epoch 2 Batch 1180/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.854, Loss: 0.180 Epoch 2 Batch 1181/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.864, Loss: 0.188 Epoch 2 Batch 1182/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.861, Loss: 0.179 Epoch 2 Batch 1183/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.858, Loss: 0.132 Epoch 2 Batch 1184/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.847, Loss: 0.196 Epoch 2 Batch 1185/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.844, Loss: 0.169 Epoch 2 Batch 1186/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.846, Loss: 0.177 Epoch 2 Batch 1187/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.849, Loss: 0.164 Epoch 2 Batch 1188/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.843, Loss: 0.159 Epoch 2 Batch 1189/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.851, Loss: 0.162 Epoch 2 Batch 1190/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.852, Loss: 0.173 Epoch 2 Batch 1191/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.851, Loss: 0.154 Epoch 2 Batch 1192/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.852, Loss: 0.182 Epoch 2 Batch 1193/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.852, Loss: 0.170 Epoch 2 Batch 1194/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.862, Loss: 0.157 Epoch 2 Batch 1195/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.862, Loss: 0.157 Epoch 2 Batch 1196/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.850, Loss: 0.144 Epoch 2 Batch 1197/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.865, Loss: 0.176 Epoch 2 Batch 1198/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.874, Loss: 0.135 Epoch 2 Batch 1199/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.871, Loss: 0.161 Epoch 2 Batch 1200/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.854, Loss: 0.236 Epoch 2 Batch 1201/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.845, Loss: 0.157 Epoch 2 Batch 1202/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.835, Loss: 0.175 Epoch 2 Batch 1203/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.836, Loss: 0.146 Epoch 2 Batch 1204/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.835, Loss: 0.163 Epoch 2 Batch 1205/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.834, Loss: 0.192 Epoch 2 Batch 1206/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.842, Loss: 0.145 Epoch 2 Batch 1207/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.842, Loss: 0.159 Epoch 2 Batch 1208/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.839, Loss: 0.152 Epoch 2 Batch 1209/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.839, Loss: 0.175 Epoch 2 Batch 1210/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.839, Loss: 0.146 Epoch 2 Batch 1211/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.852, Loss: 0.143 Epoch 2 Batch 1212/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.853, Loss: 0.219 Epoch 2 Batch 1213/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.854, Loss: 0.149 Epoch 2 Batch 1214/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.867, Loss: 0.116 Epoch 2 Batch 1215/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.859, Loss: 0.157 Epoch 2 Batch 1216/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.868, Loss: 0.164 Epoch 2 Batch 1217/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.876, Loss: 0.165 Epoch 2 Batch 1218/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.855, Loss: 0.171 Epoch 2 Batch 1219/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.857, Loss: 0.164 Epoch 2 Batch 1220/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.855, Loss: 0.147 Epoch 2 Batch 1221/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.866, Loss: 0.192 Epoch 2 Batch 1222/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.866, Loss: 0.154 Epoch 2 Batch 1223/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.874, Loss: 0.161 Epoch 2 Batch 1224/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.876, Loss: 0.154 Epoch 2 Batch 1225/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.866, Loss: 0.130 Epoch 2 Batch 1226/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.866, Loss: 0.166 Epoch 2 Batch 1227/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.865, Loss: 0.209 Epoch 2 Batch 1228/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.866, Loss: 0.150 Epoch 2 Batch 1229/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.868, Loss: 0.147 Epoch 2 Batch 1230/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.861, Loss: 0.154 Epoch 2 Batch 1231/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.861, Loss: 0.142 Epoch 2 Batch 1232/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.861, Loss: 0.185 Epoch 2 Batch 1233/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.859, Loss: 0.157 Epoch 2 Batch 1234/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.859, Loss: 0.163 Epoch 2 Batch 1235/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.855, Loss: 0.164 Epoch 2 Batch 1236/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.857, Loss: 0.146 Epoch 2 Batch 1237/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.857, Loss: 0.168 Epoch 2 Batch 1238/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.859, Loss: 0.131 Epoch 2 Batch 1239/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.861, Loss: 0.147 Epoch 2 Batch 1240/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.859, Loss: 0.144 Epoch 2 Batch 1241/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.867, Loss: 0.144 Epoch 2 Batch 1242/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.873, Loss: 0.152 Epoch 2 Batch 1243/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.871, Loss: 0.140 Epoch 2 Batch 1244/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.875, Loss: 0.164 Epoch 2 Batch 1245/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.876, Loss: 0.193 Epoch 2 Batch 1246/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.875, Loss: 0.162 Epoch 2 Batch 1247/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.876, Loss: 0.177 Epoch 2 Batch 1248/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.870, Loss: 0.158 Epoch 2 Batch 1249/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.866, Loss: 0.184 Epoch 2 Batch 1250/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.864, Loss: 0.125 Epoch 2 Batch 1251/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.867, Loss: 0.145 Epoch 2 Batch 1252/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.841, Loss: 0.166 Epoch 2 Batch 1253/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.839, Loss: 0.151 Epoch 2 Batch 1254/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.862, Loss: 0.175 Epoch 2 Batch 1255/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.873, Loss: 0.180 Epoch 2 Batch 1256/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.866, Loss: 0.147 Epoch 2 Batch 1257/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.869, Loss: 0.161 Epoch 2 Batch 1258/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.870, Loss: 0.184 Epoch 2 Batch 1259/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.881, Loss: 0.140 Epoch 2 Batch 1260/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.871, Loss: 0.191 Epoch 2 Batch 1261/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.879, Loss: 0.151 Epoch 2 Batch 1262/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.874, Loss: 0.141 Epoch 2 Batch 1263/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.873, Loss: 0.154 Epoch 2 Batch 1264/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.874, Loss: 0.157 Epoch 2 Batch 1265/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.874, Loss: 0.158 Epoch 2 Batch 1266/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.877, Loss: 0.139 Epoch 2 Batch 1267/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.878, Loss: 0.144 Epoch 2 Batch 1268/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.877, Loss: 0.179 Epoch 2 Batch 1269/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.877, Loss: 0.151 Epoch 2 Batch 1270/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.877, Loss: 0.126 Epoch 2 Batch 1271/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.877, Loss: 0.135 Epoch 2 Batch 1272/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.883, Loss: 0.197 Epoch 2 Batch 1273/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.869, Loss: 0.150 Epoch 2 Batch 1274/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.855, Loss: 0.148 Epoch 2 Batch 1275/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.854, Loss: 0.172 Epoch 2 Batch 1276/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.853, Loss: 0.137 Epoch 2 Batch 1277/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.871, Loss: 0.151 Epoch 2 Batch 1278/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.863, Loss: 0.181 Epoch 2 Batch 1279/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.866, Loss: 0.184 Epoch 2 Batch 1280/2154 - Train Accuracy: 0.844, Validation Accuracy: 0.856, Loss: 0.214 Epoch 2 Batch 1281/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.864, Loss: 0.157 Epoch 2 Batch 1282/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.856, Loss: 0.147 Epoch 2 Batch 1283/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.864, Loss: 0.127 Epoch 2 Batch 1284/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.858, Loss: 0.150 Epoch 2 Batch 1285/2154 - Train Accuracy: 0.812, Validation Accuracy: 0.874, Loss: 0.194 Epoch 2 Batch 1286/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.871, Loss: 0.144 Epoch 2 Batch 1287/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.862, Loss: 0.143 Epoch 2 Batch 1288/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.870, Loss: 0.132 Epoch 2 Batch 1289/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.871, Loss: 0.200 Epoch 2 Batch 1290/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.873, Loss: 0.131 Epoch 2 Batch 1291/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.874, Loss: 0.149 Epoch 2 Batch 1292/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.876, Loss: 0.183 Epoch 2 Batch 1293/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.866, Loss: 0.134 Epoch 2 Batch 1294/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.864, Loss: 0.183 Epoch 2 Batch 1295/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.881, Loss: 0.138 Epoch 2 Batch 1296/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.881, Loss: 0.166 Epoch 2 Batch 1297/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.885, Loss: 0.164 Epoch 2 Batch 1298/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.877, Loss: 0.124 Epoch 2 Batch 1299/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.869, Loss: 0.145 Epoch 2 Batch 1300/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.869, Loss: 0.162 Epoch 2 Batch 1301/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.862, Loss: 0.156 Epoch 2 Batch 1302/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.856, Loss: 0.171 Epoch 2 Batch 1303/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.855, Loss: 0.156 Epoch 2 Batch 1304/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.853, Loss: 0.160 Epoch 2 Batch 1305/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.862, Loss: 0.151 Epoch 2 Batch 1306/2154 - Train Accuracy: 0.846, Validation Accuracy: 0.871, Loss: 0.167 Epoch 2 Batch 1307/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.860, Loss: 0.161 Epoch 2 Batch 1308/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.874, Loss: 0.154 Epoch 2 Batch 1309/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.874, Loss: 0.151 Epoch 2 Batch 1310/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.871, Loss: 0.163 Epoch 2 Batch 1311/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.868, Loss: 0.149 Epoch 2 Batch 1312/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.866, Loss: 0.174 Epoch 2 Batch 1313/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.863, Loss: 0.154 Epoch 2 Batch 1314/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.857, Loss: 0.157 Epoch 2 Batch 1315/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.868, Loss: 0.150 Epoch 2 Batch 1316/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.844, Loss: 0.138 Epoch 2 Batch 1317/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.851, Loss: 0.160 Epoch 2 Batch 1318/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.873, Loss: 0.159 Epoch 2 Batch 1319/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.884, Loss: 0.227 Epoch 2 Batch 1320/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.869, Loss: 0.125 Epoch 2 Batch 1321/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.881, Loss: 0.158 Epoch 2 Batch 1322/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.874, Loss: 0.140 Epoch 2 Batch 1323/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.874, Loss: 0.142 Epoch 2 Batch 1324/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.879, Loss: 0.155 Epoch 2 Batch 1325/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.878, Loss: 0.126 Epoch 2 Batch 1326/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.884, Loss: 0.187 Epoch 2 Batch 1327/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.900, Loss: 0.136 Epoch 2 Batch 1328/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.883, Loss: 0.143 Epoch 2 Batch 1329/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.872, Loss: 0.161 Epoch 2 Batch 1330/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.856, Loss: 0.121 Epoch 2 Batch 1331/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.852, Loss: 0.153 Epoch 2 Batch 1332/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.864, Loss: 0.166 Epoch 2 Batch 1333/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.871, Loss: 0.149 Epoch 2 Batch 1334/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.873, Loss: 0.186 Epoch 2 Batch 1335/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.865, Loss: 0.179 Epoch 2 Batch 1336/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.862, Loss: 0.152 Epoch 2 Batch 1337/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.863, Loss: 0.134 Epoch 2 Batch 1338/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.863, Loss: 0.151 Epoch 2 Batch 1339/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.863, Loss: 0.148 Epoch 2 Batch 1340/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.866, Loss: 0.143 Epoch 2 Batch 1341/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.864, Loss: 0.166 Epoch 2 Batch 1342/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.863, Loss: 0.195 Epoch 2 Batch 1343/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.862, Loss: 0.176 Epoch 2 Batch 1344/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.860, Loss: 0.151 Epoch 2 Batch 1345/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.863, Loss: 0.165 Epoch 2 Batch 1346/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.862, Loss: 0.136 Epoch 2 Batch 1347/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.862, Loss: 0.125 Epoch 2 Batch 1348/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.859, Loss: 0.149 Epoch 2 Batch 1349/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.870, Loss: 0.162 Epoch 2 Batch 1350/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.857, Loss: 0.151 Epoch 2 Batch 1351/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.850, Loss: 0.181 Epoch 2 Batch 1352/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.869, Loss: 0.205 Epoch 2 Batch 1353/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.881, Loss: 0.165 Epoch 2 Batch 1354/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.866, Loss: 0.132 Epoch 2 Batch 1355/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.882, Loss: 0.194 Epoch 2 Batch 1356/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.872, Loss: 0.163 Epoch 2 Batch 1357/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.861, Loss: 0.143 Epoch 2 Batch 1358/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.864, Loss: 0.146 Epoch 2 Batch 1359/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.880, Loss: 0.171 Epoch 2 Batch 1360/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.888, Loss: 0.140 Epoch 2 Batch 1361/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.894, Loss: 0.149 Epoch 2 Batch 1362/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.895, Loss: 0.129 Epoch 2 Batch 1363/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.899, Loss: 0.147 Epoch 2 Batch 1364/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.878, Loss: 0.143 Epoch 2 Batch 1365/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.875, Loss: 0.149 Epoch 2 Batch 1366/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.880, Loss: 0.158 Epoch 2 Batch 1367/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.893, Loss: 0.159 Epoch 2 Batch 1368/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.891, Loss: 0.141 Epoch 2 Batch 1369/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.888, Loss: 0.146 Epoch 2 Batch 1370/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.890, Loss: 0.139 Epoch 2 Batch 1371/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.901, Loss: 0.170 Epoch 2 Batch 1372/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.891, Loss: 0.129 Epoch 2 Batch 1373/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.881, Loss: 0.130 Epoch 2 Batch 1374/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.883, Loss: 0.149 Epoch 2 Batch 1375/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.886, Loss: 0.169 Epoch 2 Batch 1376/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.886, Loss: 0.169 Epoch 2 Batch 1377/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.881, Loss: 0.151 Epoch 2 Batch 1378/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.886, Loss: 0.149 Epoch 2 Batch 1379/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.884, Loss: 0.141 Epoch 2 Batch 1380/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.867, Loss: 0.149 Epoch 2 Batch 1381/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.870, Loss: 0.145 Epoch 2 Batch 1382/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.871, Loss: 0.142 Epoch 2 Batch 1383/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.875, Loss: 0.167 Epoch 2 Batch 1384/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.876, Loss: 0.201 Epoch 2 Batch 1385/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.874, Loss: 0.132 Epoch 2 Batch 1386/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.874, Loss: 0.152 Epoch 2 Batch 1387/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.876, Loss: 0.184 Epoch 2 Batch 1388/2154 - Train Accuracy: 0.804, Validation Accuracy: 0.868, Loss: 0.223 Epoch 2 Batch 1389/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.857, Loss: 0.161 Epoch 2 Batch 1390/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.862, Loss: 0.160 Epoch 2 Batch 1391/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.871, Loss: 0.147 Epoch 2 Batch 1392/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.868, Loss: 0.140 Epoch 2 Batch 1393/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.869, Loss: 0.142 Epoch 2 Batch 1394/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.870, Loss: 0.191 Epoch 2 Batch 1395/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.862, Loss: 0.160 Epoch 2 Batch 1396/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.860, Loss: 0.127 Epoch 2 Batch 1397/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.880, Loss: 0.158 Epoch 2 Batch 1398/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.871, Loss: 0.134 Epoch 2 Batch 1399/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.856, Loss: 0.147 Epoch 2 Batch 1400/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.858, Loss: 0.142 Epoch 2 Batch 1401/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.869, Loss: 0.132 Epoch 2 Batch 1402/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.873, Loss: 0.149 Epoch 2 Batch 1403/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.864, Loss: 0.152 Epoch 2 Batch 1404/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.864, Loss: 0.191 Epoch 2 Batch 1405/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.864, Loss: 0.166 Epoch 2 Batch 1406/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.869, Loss: 0.156 Epoch 2 Batch 1407/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.881, Loss: 0.139 Epoch 2 Batch 1408/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.871, Loss: 0.199 Epoch 2 Batch 1409/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.879, Loss: 0.185 Epoch 2 Batch 1410/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.888, Loss: 0.155 Epoch 2 Batch 1411/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.901, Loss: 0.182 Epoch 2 Batch 1412/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.899, Loss: 0.162 Epoch 2 Batch 1413/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.900, Loss: 0.180 Epoch 2 Batch 1414/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.900, Loss: 0.210 Epoch 2 Batch 1415/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.893, Loss: 0.148 Epoch 2 Batch 1416/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.893, Loss: 0.203 Epoch 2 Batch 1417/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.885, Loss: 0.167 Epoch 2 Batch 1418/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.885, Loss: 0.167 Epoch 2 Batch 1419/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.886, Loss: 0.193 Epoch 2 Batch 1420/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.887, Loss: 0.160 Epoch 2 Batch 1421/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.894, Loss: 0.144 Epoch 2 Batch 1422/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.892, Loss: 0.149 Epoch 2 Batch 1423/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.877, Loss: 0.188 Epoch 2 Batch 1424/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.879, Loss: 0.190 Epoch 2 Batch 1425/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.892, Loss: 0.137 Epoch 2 Batch 1426/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.884, Loss: 0.144 Epoch 2 Batch 1427/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.881, Loss: 0.129 Epoch 2 Batch 1428/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.894, Loss: 0.174 Epoch 2 Batch 1429/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.871, Loss: 0.133 Epoch 2 Batch 1430/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.842, Loss: 0.158 Epoch 2 Batch 1431/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.829, Loss: 0.164 Epoch 2 Batch 1432/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.830, Loss: 0.152 Epoch 2 Batch 1433/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.859, Loss: 0.134 Epoch 2 Batch 1434/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.875, Loss: 0.123 Epoch 2 Batch 1435/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.871, Loss: 0.120 Epoch 2 Batch 1436/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.874, Loss: 0.146 Epoch 2 Batch 1437/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.865, Loss: 0.163 Epoch 2 Batch 1438/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.850, Loss: 0.152 Epoch 2 Batch 1439/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.843, Loss: 0.127 Epoch 2 Batch 1440/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.845, Loss: 0.167 Epoch 2 Batch 1441/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.874, Loss: 0.162 Epoch 2 Batch 1442/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.886, Loss: 0.165 Epoch 2 Batch 1443/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.894, Loss: 0.174 Epoch 2 Batch 1444/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.890, Loss: 0.170 Epoch 2 Batch 1445/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.884, Loss: 0.157 Epoch 2 Batch 1446/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.857, Loss: 0.178 Epoch 2 Batch 1447/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.847, Loss: 0.154 Epoch 2 Batch 1448/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.861, Loss: 0.184 Epoch 2 Batch 1449/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.873, Loss: 0.165 Epoch 2 Batch 1450/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.881, Loss: 0.168 Epoch 2 Batch 1451/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.883, Loss: 0.137 Epoch 2 Batch 1452/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.891, Loss: 0.144 Epoch 2 Batch 1453/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.881, Loss: 0.130 Epoch 2 Batch 1454/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.876, Loss: 0.142 Epoch 2 Batch 1455/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.871, Loss: 0.149 Epoch 2 Batch 1456/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.885, Loss: 0.123 Epoch 2 Batch 1457/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.876, Loss: 0.131 Epoch 2 Batch 1458/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.867, Loss: 0.162 Epoch 2 Batch 1459/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.875, Loss: 0.161 Epoch 2 Batch 1460/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.869, Loss: 0.187 Epoch 2 Batch 1461/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.852, Loss: 0.180 Epoch 2 Batch 1462/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.859, Loss: 0.156 Epoch 2 Batch 1463/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.849, Loss: 0.127 Epoch 2 Batch 1464/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.857, Loss: 0.176 Epoch 2 Batch 1465/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.856, Loss: 0.148 Epoch 2 Batch 1466/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.848, Loss: 0.185 Epoch 2 Batch 1467/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.857, Loss: 0.189 Epoch 2 Batch 1468/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.844, Loss: 0.138 Epoch 2 Batch 1469/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.835, Loss: 0.145 Epoch 2 Batch 1470/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.830, Loss: 0.160 Epoch 2 Batch 1471/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.842, Loss: 0.148 Epoch 2 Batch 1472/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.854, Loss: 0.148 Epoch 2 Batch 1473/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.859, Loss: 0.108 Epoch 2 Batch 1474/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.869, Loss: 0.157 Epoch 2 Batch 1475/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.870, Loss: 0.188 Epoch 2 Batch 1476/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.870, Loss: 0.151 Epoch 2 Batch 1477/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.875, Loss: 0.114 Epoch 2 Batch 1478/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.867, Loss: 0.154 Epoch 2 Batch 1479/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.880, Loss: 0.143 Epoch 2 Batch 1480/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.874, Loss: 0.154 Epoch 2 Batch 1481/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.884, Loss: 0.143 Epoch 2 Batch 1482/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.884, Loss: 0.131 Epoch 2 Batch 1483/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.879, Loss: 0.176 Epoch 2 Batch 1484/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.887, Loss: 0.149 Epoch 2 Batch 1485/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.887, Loss: 0.151 Epoch 2 Batch 1486/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.885, Loss: 0.130 Epoch 2 Batch 1487/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.884, Loss: 0.148 Epoch 2 Batch 1488/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.897, Loss: 0.167 Epoch 2 Batch 1489/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.900, Loss: 0.133 Epoch 2 Batch 1490/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.902, Loss: 0.130 Epoch 2 Batch 1491/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.904, Loss: 0.168 Epoch 2 Batch 1492/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.898, Loss: 0.153 Epoch 2 Batch 1493/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.886, Loss: 0.129 Epoch 2 Batch 1494/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.895, Loss: 0.156 Epoch 2 Batch 1495/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.894, Loss: 0.128 Epoch 2 Batch 1496/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.901, Loss: 0.124 Epoch 2 Batch 1497/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.889, Loss: 0.119 Epoch 2 Batch 1498/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.897, Loss: 0.147 Epoch 2 Batch 1499/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.896, Loss: 0.165 Epoch 2 Batch 1500/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.887, Loss: 0.153 Epoch 2 Batch 1501/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.888, Loss: 0.157 Epoch 2 Batch 1502/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.890, Loss: 0.136 Epoch 2 Batch 1503/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.891, Loss: 0.152 Epoch 2 Batch 1504/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.877, Loss: 0.108 Epoch 2 Batch 1505/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.877, Loss: 0.139 Epoch 2 Batch 1506/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.890, Loss: 0.142 Epoch 2 Batch 1507/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.891, Loss: 0.162 Epoch 2 Batch 1508/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.880, Loss: 0.127 Epoch 2 Batch 1509/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.881, Loss: 0.140 Epoch 2 Batch 1510/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.881, Loss: 0.178 Epoch 2 Batch 1511/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.864, Loss: 0.131 Epoch 2 Batch 1512/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.862, Loss: 0.149 Epoch 2 Batch 1513/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.859, Loss: 0.156 Epoch 2 Batch 1514/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.874, Loss: 0.120 Epoch 2 Batch 1515/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.883, Loss: 0.119 Epoch 2 Batch 1516/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.884, Loss: 0.175 Epoch 2 Batch 1517/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.874, Loss: 0.153 Epoch 2 Batch 1518/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.895, Loss: 0.113 Epoch 2 Batch 1519/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.868, Loss: 0.148 Epoch 2 Batch 1520/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.867, Loss: 0.120 Epoch 2 Batch 1521/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.873, Loss: 0.239 Epoch 2 Batch 1522/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.886, Loss: 0.117 Epoch 2 Batch 1523/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.886, Loss: 0.157 Epoch 2 Batch 1524/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.888, Loss: 0.141 Epoch 2 Batch 1525/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.886, Loss: 0.136 Epoch 2 Batch 1526/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.886, Loss: 0.126 Epoch 2 Batch 1527/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.871, Loss: 0.138 Epoch 2 Batch 1528/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.857, Loss: 0.140 Epoch 2 Batch 1529/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.857, Loss: 0.134 Epoch 2 Batch 1530/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.856, Loss: 0.136 Epoch 2 Batch 1531/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.858, Loss: 0.125 Epoch 2 Batch 1532/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.852, Loss: 0.127 Epoch 2 Batch 1533/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.843, Loss: 0.147 Epoch 2 Batch 1534/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.845, Loss: 0.147 Epoch 2 Batch 1535/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.854, Loss: 0.133 Epoch 2 Batch 1536/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.856, Loss: 0.163 Epoch 2 Batch 1537/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.864, Loss: 0.150 Epoch 2 Batch 1538/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.864, Loss: 0.140 Epoch 2 Batch 1539/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.855, Loss: 0.144 Epoch 2 Batch 1540/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.891, Loss: 0.147 Epoch 2 Batch 1541/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.891, Loss: 0.136 Epoch 2 Batch 1542/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.891, Loss: 0.149 Epoch 2 Batch 1543/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.911, Loss: 0.157 Epoch 2 Batch 1544/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.912, Loss: 0.143 Epoch 2 Batch 1545/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.912, Loss: 0.149 Epoch 2 Batch 1546/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.906, Loss: 0.137 Epoch 2 Batch 1547/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.891, Loss: 0.165 Epoch 2 Batch 1548/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.891, Loss: 0.135 Epoch 2 Batch 1549/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.893, Loss: 0.153 Epoch 2 Batch 1550/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.895, Loss: 0.171 Epoch 2 Batch 1551/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.911, Loss: 0.140 Epoch 2 Batch 1552/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.914, Loss: 0.148 Epoch 2 Batch 1553/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.915, Loss: 0.143 Epoch 2 Batch 1554/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.915, Loss: 0.114 Epoch 2 Batch 1555/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.908, Loss: 0.150 Epoch 2 Batch 1556/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.905, Loss: 0.171 Epoch 2 Batch 1557/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.904, Loss: 0.142 Epoch 2 Batch 1558/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.903, Loss: 0.141 Epoch 2 Batch 1559/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.910, Loss: 0.155 Epoch 2 Batch 1560/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.885, Loss: 0.151 Epoch 2 Batch 1561/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.894, Loss: 0.187 Epoch 2 Batch 1562/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.886, Loss: 0.175 Epoch 2 Batch 1563/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.893, Loss: 0.149 Epoch 2 Batch 1564/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.891, Loss: 0.135 Epoch 2 Batch 1565/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.891, Loss: 0.156 Epoch 2 Batch 1566/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.888, Loss: 0.133 Epoch 2 Batch 1567/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.898, Loss: 0.153 Epoch 2 Batch 1568/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.890, Loss: 0.172 Epoch 2 Batch 1569/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.898, Loss: 0.120 Epoch 2 Batch 1570/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.907, Loss: 0.142 Epoch 2 Batch 1571/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.908, Loss: 0.150 Epoch 2 Batch 1572/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.920, Loss: 0.143 Epoch 2 Batch 1573/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.928, Loss: 0.158 Epoch 2 Batch 1574/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.897, Loss: 0.147 Epoch 2 Batch 1575/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.888, Loss: 0.127 Epoch 2 Batch 1576/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.892, Loss: 0.151 Epoch 2 Batch 1577/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.898, Loss: 0.137 Epoch 2 Batch 1578/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.882, Loss: 0.134 Epoch 2 Batch 1579/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.881, Loss: 0.140 Epoch 2 Batch 1580/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.892, Loss: 0.159 Epoch 2 Batch 1581/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.872, Loss: 0.140 Epoch 2 Batch 1582/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.851, Loss: 0.186 Epoch 2 Batch 1583/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.853, Loss: 0.168 Epoch 2 Batch 1584/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.857, Loss: 0.125 Epoch 2 Batch 1585/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.866, Loss: 0.148 Epoch 2 Batch 1586/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.881, Loss: 0.149 Epoch 2 Batch 1587/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.884, Loss: 0.139 Epoch 2 Batch 1588/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.885, Loss: 0.140 Epoch 2 Batch 1589/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.883, Loss: 0.116 Epoch 2 Batch 1590/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.870, Loss: 0.132 Epoch 2 Batch 1591/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.870, Loss: 0.154 Epoch 2 Batch 1592/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.884, Loss: 0.175 Epoch 2 Batch 1593/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.885, Loss: 0.148 Epoch 2 Batch 1594/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.881, Loss: 0.148 Epoch 2 Batch 1595/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.889, Loss: 0.145 Epoch 2 Batch 1596/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.891, Loss: 0.123 Epoch 2 Batch 1597/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.878, Loss: 0.179 Epoch 2 Batch 1598/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.874, Loss: 0.133 Epoch 2 Batch 1599/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.878, Loss: 0.202 Epoch 2 Batch 1600/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.875, Loss: 0.166 Epoch 2 Batch 1601/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.877, Loss: 0.166 Epoch 2 Batch 1602/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.874, Loss: 0.142 Epoch 2 Batch 1603/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.873, Loss: 0.168 Epoch 2 Batch 1604/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.884, Loss: 0.157 Epoch 2 Batch 1605/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.866, Loss: 0.145 Epoch 2 Batch 1606/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.871, Loss: 0.127 Epoch 2 Batch 1607/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.869, Loss: 0.154 Epoch 2 Batch 1608/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.870, Loss: 0.166 Epoch 2 Batch 1609/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.876, Loss: 0.150 Epoch 2 Batch 1610/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.867, Loss: 0.124 Epoch 2 Batch 1611/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.866, Loss: 0.182 Epoch 2 Batch 1612/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.868, Loss: 0.152 Epoch 2 Batch 1613/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.879, Loss: 0.139 Epoch 2 Batch 1614/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.870, Loss: 0.149 Epoch 2 Batch 1615/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.859, Loss: 0.109 Epoch 2 Batch 1616/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.867, Loss: 0.147 Epoch 2 Batch 1617/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.869, Loss: 0.148 Epoch 2 Batch 1618/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.878, Loss: 0.183 Epoch 2 Batch 1619/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.876, Loss: 0.141 Epoch 2 Batch 1620/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.871, Loss: 0.174 Epoch 2 Batch 1621/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.853, Loss: 0.148 Epoch 2 Batch 1622/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.854, Loss: 0.124 Epoch 2 Batch 1623/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.856, Loss: 0.155 Epoch 2 Batch 1624/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.867, Loss: 0.144 Epoch 2 Batch 1625/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.867, Loss: 0.151 Epoch 2 Batch 1626/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.867, Loss: 0.144 Epoch 2 Batch 1627/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.865, Loss: 0.137 Epoch 2 Batch 1628/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.860, Loss: 0.136 Epoch 2 Batch 1629/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.861, Loss: 0.145 Epoch 2 Batch 1630/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.862, Loss: 0.157 Epoch 2 Batch 1631/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.869, Loss: 0.136 Epoch 2 Batch 1632/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.863, Loss: 0.140 Epoch 2 Batch 1633/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.872, Loss: 0.166 Epoch 2 Batch 1634/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.876, Loss: 0.156 Epoch 2 Batch 1635/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.897, Loss: 0.181 Epoch 2 Batch 1636/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.897, Loss: 0.140 Epoch 2 Batch 1637/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.896, Loss: 0.147 Epoch 2 Batch 1638/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.888, Loss: 0.176 Epoch 2 Batch 1639/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.880, Loss: 0.164 Epoch 2 Batch 1640/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.866, Loss: 0.113 Epoch 2 Batch 1641/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.868, Loss: 0.146 Epoch 2 Batch 1642/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.891, Loss: 0.155 Epoch 2 Batch 1643/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.892, Loss: 0.139 Epoch 2 Batch 1644/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.880, Loss: 0.161 Epoch 2 Batch 1645/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.892, Loss: 0.139 Epoch 2 Batch 1646/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.901, Loss: 0.170 Epoch 2 Batch 1647/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.901, Loss: 0.150 Epoch 2 Batch 1648/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.893, Loss: 0.129 Epoch 2 Batch 1649/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.892, Loss: 0.152 Epoch 2 Batch 1650/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.893, Loss: 0.138 Epoch 2 Batch 1651/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.875, Loss: 0.136 Epoch 2 Batch 1652/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.882, Loss: 0.121 Epoch 2 Batch 1653/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.883, Loss: 0.125 Epoch 2 Batch 1654/2154 - Train Accuracy: 0.814, Validation Accuracy: 0.884, Loss: 0.156 Epoch 2 Batch 1655/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.871, Loss: 0.156 Epoch 2 Batch 1656/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.872, Loss: 0.142 Epoch 2 Batch 1657/2154 - Train Accuracy: 0.827, Validation Accuracy: 0.863, Loss: 0.197 Epoch 2 Batch 1658/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.862, Loss: 0.106 Epoch 2 Batch 1659/2154 - Train Accuracy: 0.834, Validation Accuracy: 0.863, Loss: 0.171 Epoch 2 Batch 1660/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.872, Loss: 0.166 Epoch 2 Batch 1661/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.888, Loss: 0.172 Epoch 2 Batch 1662/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.888, Loss: 0.130 Epoch 2 Batch 1663/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.888, Loss: 0.124 Epoch 2 Batch 1664/2154 - Train Accuracy: 0.795, Validation Accuracy: 0.886, Loss: 0.142 Epoch 2 Batch 1665/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.886, Loss: 0.126 Epoch 2 Batch 1666/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.894, Loss: 0.168 Epoch 2 Batch 1667/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.886, Loss: 0.173 Epoch 2 Batch 1668/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.894, Loss: 0.140 Epoch 2 Batch 1669/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.884, Loss: 0.161 Epoch 2 Batch 1670/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.881, Loss: 0.148 Epoch 2 Batch 1671/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.888, Loss: 0.158 Epoch 2 Batch 1672/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.891, Loss: 0.117 Epoch 2 Batch 1673/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.898, Loss: 0.131 Epoch 2 Batch 1674/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.891, Loss: 0.168 Epoch 2 Batch 1675/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.898, Loss: 0.174 Epoch 2 Batch 1676/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.894, Loss: 0.148 Epoch 2 Batch 1677/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.895, Loss: 0.127 Epoch 2 Batch 1678/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.896, Loss: 0.161 Epoch 2 Batch 1679/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.896, Loss: 0.126 Epoch 2 Batch 1680/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.894, Loss: 0.120 Epoch 2 Batch 1681/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.903, Loss: 0.131 Epoch 2 Batch 1682/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.904, Loss: 0.121 Epoch 2 Batch 1683/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.895, Loss: 0.163 Epoch 2 Batch 1684/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.896, Loss: 0.143 Epoch 2 Batch 1685/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.884, Loss: 0.138 Epoch 2 Batch 1686/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.884, Loss: 0.133 Epoch 2 Batch 1687/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.893, Loss: 0.132 Epoch 2 Batch 1688/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.892, Loss: 0.120 Epoch 2 Batch 1689/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.888, Loss: 0.142 Epoch 2 Batch 1690/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.888, Loss: 0.137 Epoch 2 Batch 1691/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.879, Loss: 0.131 Epoch 2 Batch 1692/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.898, Loss: 0.126 Epoch 2 Batch 1693/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.907, Loss: 0.170 Epoch 2 Batch 1694/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.907, Loss: 0.137 Epoch 2 Batch 1695/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.907, Loss: 0.182 Epoch 2 Batch 1696/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.901, Loss: 0.171 Epoch 2 Batch 1697/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.893, Loss: 0.167 Epoch 2 Batch 1698/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.895, Loss: 0.120 Epoch 2 Batch 1699/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.895, Loss: 0.119 Epoch 2 Batch 1700/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.911, Loss: 0.127 Epoch 2 Batch 1701/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.912, Loss: 0.178 Epoch 2 Batch 1702/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.914, Loss: 0.185 Epoch 2 Batch 1703/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.920, Loss: 0.143 Epoch 2 Batch 1704/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.920, Loss: 0.173 Epoch 2 Batch 1705/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.920, Loss: 0.179 Epoch 2 Batch 1706/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.924, Loss: 0.177 Epoch 2 Batch 1707/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.915, Loss: 0.111 Epoch 2 Batch 1708/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.915, Loss: 0.137 Epoch 2 Batch 1709/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.915, Loss: 0.132 Epoch 2 Batch 1710/2154 - Train Accuracy: 0.841, Validation Accuracy: 0.906, Loss: 0.165 Epoch 2 Batch 1711/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.897, Loss: 0.148 Epoch 2 Batch 1712/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.879, Loss: 0.131 Epoch 2 Batch 1713/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.865, Loss: 0.179 Epoch 2 Batch 1714/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.875, Loss: 0.129 Epoch 2 Batch 1715/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.878, Loss: 0.152 Epoch 2 Batch 1716/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.870, Loss: 0.101 Epoch 2 Batch 1717/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.886, Loss: 0.124 Epoch 2 Batch 1718/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.878, Loss: 0.138 Epoch 2 Batch 1719/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.864, Loss: 0.159 Epoch 2 Batch 1720/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.871, Loss: 0.171 Epoch 2 Batch 1721/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.871, Loss: 0.165 Epoch 2 Batch 1722/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.871, Loss: 0.142 Epoch 2 Batch 1723/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.891, Loss: 0.125 Epoch 2 Batch 1724/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.908, Loss: 0.136 Epoch 2 Batch 1725/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.906, Loss: 0.158 Epoch 2 Batch 1726/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.906, Loss: 0.128 Epoch 2 Batch 1727/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.896, Loss: 0.121 Epoch 2 Batch 1728/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.882, Loss: 0.138 Epoch 2 Batch 1729/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.883, Loss: 0.160 Epoch 2 Batch 1730/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.896, Loss: 0.140 Epoch 2 Batch 1731/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.896, Loss: 0.167 Epoch 2 Batch 1732/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.881, Loss: 0.108 Epoch 2 Batch 1733/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.884, Loss: 0.156 Epoch 2 Batch 1734/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.904, Loss: 0.161 Epoch 2 Batch 1735/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.870, Loss: 0.170 Epoch 2 Batch 1736/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.871, Loss: 0.193 Epoch 2 Batch 1737/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.869, Loss: 0.176 Epoch 2 Batch 1738/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.880, Loss: 0.145 Epoch 2 Batch 1739/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.902, Loss: 0.140 Epoch 2 Batch 1740/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.897, Loss: 0.156 Epoch 2 Batch 1741/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.896, Loss: 0.142 Epoch 2 Batch 1742/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.898, Loss: 0.170 Epoch 2 Batch 1743/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.896, Loss: 0.134 Epoch 2 Batch 1744/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.877, Loss: 0.124 Epoch 2 Batch 1745/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.859, Loss: 0.159 Epoch 2 Batch 1746/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.872, Loss: 0.158 Epoch 2 Batch 1747/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.873, Loss: 0.125 Epoch 2 Batch 1748/2154 - Train Accuracy: 0.822, Validation Accuracy: 0.886, Loss: 0.170 Epoch 2 Batch 1749/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.891, Loss: 0.177 Epoch 2 Batch 1750/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.881, Loss: 0.138 Epoch 2 Batch 1751/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.891, Loss: 0.125 Epoch 2 Batch 1752/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.885, Loss: 0.181 Epoch 2 Batch 1753/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.864, Loss: 0.137 Epoch 2 Batch 1754/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.867, Loss: 0.141 Epoch 2 Batch 1755/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.869, Loss: 0.134 Epoch 2 Batch 1756/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.864, Loss: 0.108 Epoch 2 Batch 1757/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.873, Loss: 0.147 Epoch 2 Batch 1758/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.876, Loss: 0.124 Epoch 2 Batch 1759/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.873, Loss: 0.129 Epoch 2 Batch 1760/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.873, Loss: 0.123 Epoch 2 Batch 1761/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.871, Loss: 0.153 Epoch 2 Batch 1762/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.864, Loss: 0.119 Epoch 2 Batch 1763/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.872, Loss: 0.164 Epoch 2 Batch 1764/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.873, Loss: 0.150 Epoch 2 Batch 1765/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.883, Loss: 0.154 Epoch 2 Batch 1766/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.900, Loss: 0.161 Epoch 2 Batch 1767/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.871, Loss: 0.161 Epoch 2 Batch 1768/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.870, Loss: 0.225 Epoch 2 Batch 1769/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.886, Loss: 0.124 Epoch 2 Batch 1770/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.887, Loss: 0.132 Epoch 2 Batch 1771/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.888, Loss: 0.126 Epoch 2 Batch 1772/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.907, Loss: 0.113 Epoch 2 Batch 1773/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.911, Loss: 0.137 Epoch 2 Batch 1774/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.911, Loss: 0.147 Epoch 2 Batch 1775/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.905, Loss: 0.124 Epoch 2 Batch 1776/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.904, Loss: 0.193 Epoch 2 Batch 1777/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.888, Loss: 0.139 Epoch 2 Batch 1778/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.864, Loss: 0.134 Epoch 2 Batch 1779/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.873, Loss: 0.170 Epoch 2 Batch 1780/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.873, Loss: 0.130 Epoch 2 Batch 1781/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.851, Loss: 0.155 Epoch 2 Batch 1782/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.851, Loss: 0.136 Epoch 2 Batch 1783/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.849, Loss: 0.172 Epoch 2 Batch 1784/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.852, Loss: 0.118 Epoch 2 Batch 1785/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.854, Loss: 0.107 Epoch 2 Batch 1786/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.864, Loss: 0.114 Epoch 2 Batch 1787/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.874, Loss: 0.153 Epoch 2 Batch 1788/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.873, Loss: 0.123 Epoch 2 Batch 1789/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.891, Loss: 0.161 Epoch 2 Batch 1790/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.882, Loss: 0.120 Epoch 2 Batch 1791/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.888, Loss: 0.163 Epoch 2 Batch 1792/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.903, Loss: 0.124 Epoch 2 Batch 1793/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.893, Loss: 0.154 Epoch 2 Batch 1794/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.893, Loss: 0.135 Epoch 2 Batch 1795/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.904, Loss: 0.105 Epoch 2 Batch 1796/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.897, Loss: 0.128 Epoch 2 Batch 1797/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.905, Loss: 0.111 Epoch 2 Batch 1798/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.908, Loss: 0.120 Epoch 2 Batch 1799/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.908, Loss: 0.157 Epoch 2 Batch 1800/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.911, Loss: 0.134 Epoch 2 Batch 1801/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.892, Loss: 0.146 Epoch 2 Batch 1802/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.881, Loss: 0.152 Epoch 2 Batch 1803/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.881, Loss: 0.213 Epoch 2 Batch 1804/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.902, Loss: 0.140 Epoch 2 Batch 1805/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.920, Loss: 0.170 Epoch 2 Batch 1806/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.910, Loss: 0.143 Epoch 2 Batch 1807/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.908, Loss: 0.138 Epoch 2 Batch 1808/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.893, Loss: 0.156 Epoch 2 Batch 1809/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.893, Loss: 0.122 Epoch 2 Batch 1810/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.881, Loss: 0.143 Epoch 2 Batch 1811/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.890, Loss: 0.106 Epoch 2 Batch 1812/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.885, Loss: 0.147 Epoch 2 Batch 1813/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.881, Loss: 0.152 Epoch 2 Batch 1814/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.867, Loss: 0.118 Epoch 2 Batch 1815/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.864, Loss: 0.148 Epoch 2 Batch 1816/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.864, Loss: 0.128 Epoch 2 Batch 1817/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.862, Loss: 0.196 Epoch 2 Batch 1818/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.865, Loss: 0.120 Epoch 2 Batch 1819/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.882, Loss: 0.189 Epoch 2 Batch 1820/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.884, Loss: 0.128 Epoch 2 Batch 1821/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.881, Loss: 0.128 Epoch 2 Batch 1822/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.874, Loss: 0.135 Epoch 2 Batch 1823/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.869, Loss: 0.122 Epoch 2 Batch 1824/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.879, Loss: 0.156 Epoch 2 Batch 1825/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.879, Loss: 0.128 Epoch 2 Batch 1826/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.880, Loss: 0.147 Epoch 2 Batch 1827/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.888, Loss: 0.173 Epoch 2 Batch 1828/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.886, Loss: 0.162 Epoch 2 Batch 1829/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.877, Loss: 0.154 Epoch 2 Batch 1830/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.870, Loss: 0.186 Epoch 2 Batch 1831/2154 - Train Accuracy: 0.808, Validation Accuracy: 0.873, Loss: 0.130 Epoch 2 Batch 1832/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.883, Loss: 0.130 Epoch 2 Batch 1833/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.893, Loss: 0.184 Epoch 2 Batch 1834/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.894, Loss: 0.109 Epoch 2 Batch 1835/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.894, Loss: 0.136 Epoch 2 Batch 1836/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.884, Loss: 0.125 Epoch 2 Batch 1837/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.892, Loss: 0.113 Epoch 2 Batch 1838/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.892, Loss: 0.135 Epoch 2 Batch 1839/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.891, Loss: 0.139 Epoch 2 Batch 1840/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.888, Loss: 0.115 Epoch 2 Batch 1841/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.898, Loss: 0.151 Epoch 2 Batch 1842/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.890, Loss: 0.160 Epoch 2 Batch 1843/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.889, Loss: 0.150 Epoch 2 Batch 1844/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.890, Loss: 0.106 Epoch 2 Batch 1845/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.889, Loss: 0.143 Epoch 2 Batch 1846/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.899, Loss: 0.148 Epoch 2 Batch 1847/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.900, Loss: 0.121 Epoch 2 Batch 1848/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.909, Loss: 0.118 Epoch 2 Batch 1849/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.902, Loss: 0.144 Epoch 2 Batch 1850/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.901, Loss: 0.180 Epoch 2 Batch 1851/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.886, Loss: 0.141 Epoch 2 Batch 1852/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.886, Loss: 0.117 Epoch 2 Batch 1853/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.886, Loss: 0.128 Epoch 2 Batch 1854/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.884, Loss: 0.140 Epoch 2 Batch 1855/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.884, Loss: 0.150 Epoch 2 Batch 1856/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.885, Loss: 0.130 Epoch 2 Batch 1857/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.886, Loss: 0.160 Epoch 2 Batch 1858/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.886, Loss: 0.130 Epoch 2 Batch 1859/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.886, Loss: 0.141 Epoch 2 Batch 1860/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.887, Loss: 0.150 Epoch 2 Batch 1861/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.895, Loss: 0.120 Epoch 2 Batch 1862/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.888, Loss: 0.127 Epoch 2 Batch 1863/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.896, Loss: 0.115 Epoch 2 Batch 1864/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.904, Loss: 0.112 Epoch 2 Batch 1865/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.905, Loss: 0.144 Epoch 2 Batch 1866/2154 - Train Accuracy: 0.823, Validation Accuracy: 0.894, Loss: 0.145 Epoch 2 Batch 1867/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.883, Loss: 0.134 Epoch 2 Batch 1868/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.882, Loss: 0.139 Epoch 2 Batch 1869/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.872, Loss: 0.129 Epoch 2 Batch 1870/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.879, Loss: 0.133 Epoch 2 Batch 1871/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.880, Loss: 0.152 Epoch 2 Batch 1872/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.877, Loss: 0.133 Epoch 2 Batch 1873/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.885, Loss: 0.148 Epoch 2 Batch 1874/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.885, Loss: 0.138 Epoch 2 Batch 1875/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.895, Loss: 0.167 Epoch 2 Batch 1876/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.874, Loss: 0.134 Epoch 2 Batch 1877/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.884, Loss: 0.160 Epoch 2 Batch 1878/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.876, Loss: 0.149 Epoch 2 Batch 1879/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.877, Loss: 0.134 Epoch 2 Batch 1880/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.876, Loss: 0.137 Epoch 2 Batch 1881/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.867, Loss: 0.119 Epoch 2 Batch 1882/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.857, Loss: 0.141 Epoch 2 Batch 1883/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.857, Loss: 0.121 Epoch 2 Batch 1884/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.855, Loss: 0.147 Epoch 2 Batch 1885/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.854, Loss: 0.165 Epoch 2 Batch 1886/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.854, Loss: 0.136 Epoch 2 Batch 1887/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.877, Loss: 0.156 Epoch 2 Batch 1888/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.876, Loss: 0.123 Epoch 2 Batch 1889/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.876, Loss: 0.113 Epoch 2 Batch 1890/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.869, Loss: 0.114 Epoch 2 Batch 1891/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.871, Loss: 0.121 Epoch 2 Batch 1892/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.862, Loss: 0.137 Epoch 2 Batch 1893/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.884, Loss: 0.125 Epoch 2 Batch 1894/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.896, Loss: 0.144 Epoch 2 Batch 1895/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.902, Loss: 0.118 Epoch 2 Batch 1896/2154 - Train Accuracy: 0.816, Validation Accuracy: 0.894, Loss: 0.193 Epoch 2 Batch 1897/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.884, Loss: 0.159 Epoch 2 Batch 1898/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.890, Loss: 0.134 Epoch 2 Batch 1899/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.891, Loss: 0.118 Epoch 2 Batch 1900/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.894, Loss: 0.144 Epoch 2 Batch 1901/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.893, Loss: 0.138 Epoch 2 Batch 1902/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.879, Loss: 0.110 Epoch 2 Batch 1903/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.862, Loss: 0.135 Epoch 2 Batch 1904/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.862, Loss: 0.169 Epoch 2 Batch 1905/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.870, Loss: 0.131 Epoch 2 Batch 1906/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.871, Loss: 0.133 Epoch 2 Batch 1907/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.837, Loss: 0.118 Epoch 2 Batch 1908/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.839, Loss: 0.133 Epoch 2 Batch 1909/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.869, Loss: 0.180 Epoch 2 Batch 1910/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.871, Loss: 0.132 Epoch 2 Batch 1911/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.857, Loss: 0.165 Epoch 2 Batch 1912/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.854, Loss: 0.138 Epoch 2 Batch 1913/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.852, Loss: 0.180 Epoch 2 Batch 1914/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.876, Loss: 0.164 Epoch 2 Batch 1915/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.854, Loss: 0.101 Epoch 2 Batch 1916/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.860, Loss: 0.158 Epoch 2 Batch 1917/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.862, Loss: 0.148 Epoch 2 Batch 1918/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.862, Loss: 0.125 Epoch 2 Batch 1919/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.857, Loss: 0.142 Epoch 2 Batch 1920/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.857, Loss: 0.133 Epoch 2 Batch 1921/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.870, Loss: 0.099 Epoch 2 Batch 1922/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.896, Loss: 0.169 Epoch 2 Batch 1923/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.899, Loss: 0.111 Epoch 2 Batch 1924/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.876, Loss: 0.153 Epoch 2 Batch 1925/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.855, Loss: 0.134 Epoch 2 Batch 1926/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.854, Loss: 0.164 Epoch 2 Batch 1927/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.867, Loss: 0.158 Epoch 2 Batch 1928/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.876, Loss: 0.181 Epoch 2 Batch 1929/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.847, Loss: 0.127 Epoch 2 Batch 1930/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.859, Loss: 0.134 Epoch 2 Batch 1931/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.862, Loss: 0.140 Epoch 2 Batch 1932/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.867, Loss: 0.168 Epoch 2 Batch 1933/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.847, Loss: 0.142 Epoch 2 Batch 1934/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.836, Loss: 0.120 Epoch 2 Batch 1935/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.828, Loss: 0.145 Epoch 2 Batch 1936/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.843, Loss: 0.120 Epoch 2 Batch 1937/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.847, Loss: 0.157 Epoch 2 Batch 1938/2154 - Train Accuracy: 0.830, Validation Accuracy: 0.849, Loss: 0.160 Epoch 2 Batch 1939/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.849, Loss: 0.190 Epoch 2 Batch 1940/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.849, Loss: 0.137 Epoch 2 Batch 1941/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.880, Loss: 0.148 Epoch 2 Batch 1942/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.879, Loss: 0.145 Epoch 2 Batch 1943/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.884, Loss: 0.130 Epoch 2 Batch 1944/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.877, Loss: 0.154 Epoch 2 Batch 1945/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.878, Loss: 0.102 Epoch 2 Batch 1946/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.869, Loss: 0.138 Epoch 2 Batch 1947/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.877, Loss: 0.119 Epoch 2 Batch 1948/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.877, Loss: 0.130 Epoch 2 Batch 1949/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.851, Loss: 0.125 Epoch 2 Batch 1950/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.861, Loss: 0.108 Epoch 2 Batch 1951/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.852, Loss: 0.150 Epoch 2 Batch 1952/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.860, Loss: 0.121 Epoch 2 Batch 1953/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.864, Loss: 0.117 Epoch 2 Batch 1954/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.862, Loss: 0.125 Epoch 2 Batch 1955/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.855, Loss: 0.132 Epoch 2 Batch 1956/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.872, Loss: 0.129 Epoch 2 Batch 1957/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.870, Loss: 0.140 Epoch 2 Batch 1958/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.878, Loss: 0.133 Epoch 2 Batch 1959/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.861, Loss: 0.134 Epoch 2 Batch 1960/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.858, Loss: 0.173 Epoch 2 Batch 1961/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.869, Loss: 0.153 Epoch 2 Batch 1962/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.876, Loss: 0.122 Epoch 2 Batch 1963/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.875, Loss: 0.115 Epoch 2 Batch 1964/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.847, Loss: 0.147 Epoch 2 Batch 1965/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.841, Loss: 0.141 Epoch 2 Batch 1966/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.842, Loss: 0.146 Epoch 2 Batch 1967/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.866, Loss: 0.121 Epoch 2 Batch 1968/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.869, Loss: 0.155 Epoch 2 Batch 1969/2154 - Train Accuracy: 0.838, Validation Accuracy: 0.876, Loss: 0.170 Epoch 2 Batch 1970/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.869, Loss: 0.150 Epoch 2 Batch 1971/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.871, Loss: 0.129 Epoch 2 Batch 1972/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.872, Loss: 0.124 Epoch 2 Batch 1973/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.891, Loss: 0.111 Epoch 2 Batch 1974/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.889, Loss: 0.128 Epoch 2 Batch 1975/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.888, Loss: 0.145 Epoch 2 Batch 1976/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.889, Loss: 0.118 Epoch 2 Batch 1977/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.896, Loss: 0.148 Epoch 2 Batch 1978/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.896, Loss: 0.129 Epoch 2 Batch 1979/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.886, Loss: 0.157 Epoch 2 Batch 1980/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.882, Loss: 0.137 Epoch 2 Batch 1981/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.881, Loss: 0.150 Epoch 2 Batch 1982/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.881, Loss: 0.137 Epoch 2 Batch 1983/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.881, Loss: 0.164 Epoch 2 Batch 1984/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.863, Loss: 0.129 Epoch 2 Batch 1985/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.866, Loss: 0.124 Epoch 2 Batch 1986/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.858, Loss: 0.150 Epoch 2 Batch 1987/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.857, Loss: 0.112 Epoch 2 Batch 1988/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.859, Loss: 0.119 Epoch 2 Batch 1989/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.862, Loss: 0.131 Epoch 2 Batch 1990/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.878, Loss: 0.142 Epoch 2 Batch 1991/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.857, Loss: 0.108 Epoch 2 Batch 1992/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.854, Loss: 0.140 Epoch 2 Batch 1993/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.854, Loss: 0.112 Epoch 2 Batch 1994/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.879, Loss: 0.148 Epoch 2 Batch 1995/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.865, Loss: 0.140 Epoch 2 Batch 1996/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.871, Loss: 0.135 Epoch 2 Batch 1997/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.881, Loss: 0.133 Epoch 2 Batch 1998/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.882, Loss: 0.099 Epoch 2 Batch 1999/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.884, Loss: 0.134 Epoch 2 Batch 2000/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.879, Loss: 0.134 Epoch 2 Batch 2001/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.871, Loss: 0.131 Epoch 2 Batch 2002/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.857, Loss: 0.147 Epoch 2 Batch 2003/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.859, Loss: 0.146 Epoch 2 Batch 2004/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.861, Loss: 0.100 Epoch 2 Batch 2005/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.869, Loss: 0.122 Epoch 2 Batch 2006/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.869, Loss: 0.123 Epoch 2 Batch 2007/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.871, Loss: 0.138 Epoch 2 Batch 2008/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.862, Loss: 0.141 Epoch 2 Batch 2009/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.866, Loss: 0.088 Epoch 2 Batch 2010/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.863, Loss: 0.227 Epoch 2 Batch 2011/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.855, Loss: 0.149 Epoch 2 Batch 2012/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.864, Loss: 0.103 Epoch 2 Batch 2013/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.857, Loss: 0.118 Epoch 2 Batch 2014/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.858, Loss: 0.129 Epoch 2 Batch 2015/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.860, Loss: 0.123 Epoch 2 Batch 2016/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.869, Loss: 0.128 Epoch 2 Batch 2017/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.871, Loss: 0.147 Epoch 2 Batch 2018/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.880, Loss: 0.158 Epoch 2 Batch 2019/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.876, Loss: 0.108 Epoch 2 Batch 2020/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.876, Loss: 0.120 Epoch 2 Batch 2021/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.883, Loss: 0.129 Epoch 2 Batch 2022/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.884, Loss: 0.129 Epoch 2 Batch 2023/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.884, Loss: 0.114 Epoch 2 Batch 2024/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.881, Loss: 0.121 Epoch 2 Batch 2025/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.874, Loss: 0.126 Epoch 2 Batch 2026/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.860, Loss: 0.098 Epoch 2 Batch 2027/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.860, Loss: 0.113 Epoch 2 Batch 2028/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.868, Loss: 0.147 Epoch 2 Batch 2029/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.869, Loss: 0.125 Epoch 2 Batch 2030/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.868, Loss: 0.141 Epoch 2 Batch 2031/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.868, Loss: 0.148 Epoch 2 Batch 2032/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.876, Loss: 0.177 Epoch 2 Batch 2033/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.868, Loss: 0.136 Epoch 2 Batch 2034/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.869, Loss: 0.159 Epoch 2 Batch 2035/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.877, Loss: 0.117 Epoch 2 Batch 2036/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.868, Loss: 0.132 Epoch 2 Batch 2037/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.871, Loss: 0.141 Epoch 2 Batch 2038/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.879, Loss: 0.130 Epoch 2 Batch 2039/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.862, Loss: 0.187 Epoch 2 Batch 2040/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.866, Loss: 0.124 Epoch 2 Batch 2041/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.867, Loss: 0.127 Epoch 2 Batch 2042/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.855, Loss: 0.126 Epoch 2 Batch 2043/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.863, Loss: 0.130 Epoch 2 Batch 2044/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.857, Loss: 0.141 Epoch 2 Batch 2045/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.845, Loss: 0.099 Epoch 2 Batch 2046/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.845, Loss: 0.151 Epoch 2 Batch 2047/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.866, Loss: 0.146 Epoch 2 Batch 2048/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.857, Loss: 0.107 Epoch 2 Batch 2049/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.849, Loss: 0.128 Epoch 2 Batch 2050/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.876, Loss: 0.158 Epoch 2 Batch 2051/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.893, Loss: 0.126 Epoch 2 Batch 2052/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.903, Loss: 0.136 Epoch 2 Batch 2053/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.913, Loss: 0.162 Epoch 2 Batch 2054/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.906, Loss: 0.120 Epoch 2 Batch 2055/2154 - Train Accuracy: 0.809, Validation Accuracy: 0.905, Loss: 0.161 Epoch 2 Batch 2056/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.904, Loss: 0.108 Epoch 2 Batch 2057/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.887, Loss: 0.122 Epoch 2 Batch 2058/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.903, Loss: 0.139 Epoch 2 Batch 2059/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.910, Loss: 0.105 Epoch 2 Batch 2060/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.901, Loss: 0.123 Epoch 2 Batch 2061/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.903, Loss: 0.137 Epoch 2 Batch 2062/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.904, Loss: 0.139 Epoch 2 Batch 2063/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.903, Loss: 0.150 Epoch 2 Batch 2064/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.903, Loss: 0.144 Epoch 2 Batch 2065/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.905, Loss: 0.132 Epoch 2 Batch 2066/2154 - Train Accuracy: 0.847, Validation Accuracy: 0.906, Loss: 0.190 Epoch 2 Batch 2067/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.906, Loss: 0.141 Epoch 2 Batch 2068/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.890, Loss: 0.125 Epoch 2 Batch 2069/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.895, Loss: 0.146 Epoch 2 Batch 2070/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.883, Loss: 0.132 Epoch 2 Batch 2071/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.883, Loss: 0.107 Epoch 2 Batch 2072/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.871, Loss: 0.109 Epoch 2 Batch 2073/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.857, Loss: 0.141 Epoch 2 Batch 2074/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.859, Loss: 0.160 Epoch 2 Batch 2075/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.859, Loss: 0.135 Epoch 2 Batch 2076/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.857, Loss: 0.138 Epoch 2 Batch 2077/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.857, Loss: 0.176 Epoch 2 Batch 2078/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.854, Loss: 0.108 Epoch 2 Batch 2079/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.863, Loss: 0.167 Epoch 2 Batch 2080/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.874, Loss: 0.116 Epoch 2 Batch 2081/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.874, Loss: 0.141 Epoch 2 Batch 2082/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.872, Loss: 0.140 Epoch 2 Batch 2083/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.885, Loss: 0.111 Epoch 2 Batch 2084/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.885, Loss: 0.142 Epoch 2 Batch 2085/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.893, Loss: 0.113 Epoch 2 Batch 2086/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.896, Loss: 0.116 Epoch 2 Batch 2087/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.899, Loss: 0.133 Epoch 2 Batch 2088/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.901, Loss: 0.156 Epoch 2 Batch 2089/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.903, Loss: 0.134 Epoch 2 Batch 2090/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.911, Loss: 0.132 Epoch 2 Batch 2091/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.910, Loss: 0.142 Epoch 2 Batch 2092/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.910, Loss: 0.130 Epoch 2 Batch 2093/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.909, Loss: 0.092 Epoch 2 Batch 2094/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.909, Loss: 0.115 Epoch 2 Batch 2095/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.900, Loss: 0.128 Epoch 2 Batch 2096/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.898, Loss: 0.122 Epoch 2 Batch 2097/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.895, Loss: 0.131 Epoch 2 Batch 2098/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.897, Loss: 0.141 Epoch 2 Batch 2099/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.883, Loss: 0.158 Epoch 2 Batch 2100/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.891, Loss: 0.134 Epoch 2 Batch 2101/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.891, Loss: 0.116 Epoch 2 Batch 2102/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.892, Loss: 0.127 Epoch 2 Batch 2103/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.892, Loss: 0.115 Epoch 2 Batch 2104/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.893, Loss: 0.121 Epoch 2 Batch 2105/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.892, Loss: 0.138 Epoch 2 Batch 2106/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.889, Loss: 0.121 Epoch 2 Batch 2107/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.891, Loss: 0.173 Epoch 2 Batch 2108/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.891, Loss: 0.096 Epoch 2 Batch 2109/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.891, Loss: 0.141 Epoch 2 Batch 2110/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.891, Loss: 0.125 Epoch 2 Batch 2111/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.891, Loss: 0.146 Epoch 2 Batch 2112/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.892, Loss: 0.129 Epoch 2 Batch 2113/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.892, Loss: 0.124 Epoch 2 Batch 2114/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.891, Loss: 0.142 Epoch 2 Batch 2115/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.891, Loss: 0.145 Epoch 2 Batch 2116/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.884, Loss: 0.133 Epoch 2 Batch 2117/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.891, Loss: 0.126 Epoch 2 Batch 2118/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.892, Loss: 0.153 Epoch 2 Batch 2119/2154 - Train Accuracy: 0.813, Validation Accuracy: 0.882, Loss: 0.171 Epoch 2 Batch 2120/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.881, Loss: 0.119 Epoch 2 Batch 2121/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.888, Loss: 0.108 Epoch 2 Batch 2122/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.888, Loss: 0.112 Epoch 2 Batch 2123/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.874, Loss: 0.170 Epoch 2 Batch 2124/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.890, Loss: 0.115 Epoch 2 Batch 2125/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.897, Loss: 0.134 Epoch 2 Batch 2126/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.897, Loss: 0.107 Epoch 2 Batch 2127/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.896, Loss: 0.135 Epoch 2 Batch 2128/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.896, Loss: 0.137 Epoch 2 Batch 2129/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.896, Loss: 0.127 Epoch 2 Batch 2130/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.898, Loss: 0.114 Epoch 2 Batch 2131/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.889, Loss: 0.112 Epoch 2 Batch 2132/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.891, Loss: 0.121 Epoch 2 Batch 2133/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.890, Loss: 0.110 Epoch 2 Batch 2134/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.888, Loss: 0.132 Epoch 2 Batch 2135/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.881, Loss: 0.162 Epoch 2 Batch 2136/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.889, Loss: 0.127 Epoch 2 Batch 2137/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.879, Loss: 0.119 Epoch 2 Batch 2138/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.893, Loss: 0.100 Epoch 2 Batch 2139/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.892, Loss: 0.104 Epoch 2 Batch 2140/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.877, Loss: 0.089 Epoch 2 Batch 2141/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.877, Loss: 0.127 Epoch 2 Batch 2142/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.895, Loss: 0.121 Epoch 2 Batch 2143/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.904, Loss: 0.114 Epoch 2 Batch 2144/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.893, Loss: 0.133 Epoch 2 Batch 2145/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.896, Loss: 0.148 Epoch 2 Batch 2146/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.884, Loss: 0.133 Epoch 2 Batch 2147/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.886, Loss: 0.146 Epoch 2 Batch 2148/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.893, Loss: 0.139 Epoch 2 Batch 2149/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.877, Loss: 0.155 Epoch 2 Batch 2150/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.874, Loss: 0.162 Epoch 2 Batch 2151/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.888, Loss: 0.123 Epoch 2 Batch 2152/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.908, Loss: 0.159 Epoch 3 Batch 0/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.896, Loss: 0.111 Epoch 3 Batch 1/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.882, Loss: 0.119 Epoch 3 Batch 2/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.875, Loss: 0.115 Epoch 3 Batch 3/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.879, Loss: 0.116 Epoch 3 Batch 4/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.879, Loss: 0.118 Epoch 3 Batch 5/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.865, Loss: 0.133 Epoch 3 Batch 6/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.874, Loss: 0.133 Epoch 3 Batch 7/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.887, Loss: 0.098 Epoch 3 Batch 8/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.887, Loss: 0.151 Epoch 3 Batch 9/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.886, Loss: 0.122 Epoch 3 Batch 10/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.886, Loss: 0.119 Epoch 3 Batch 11/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.886, Loss: 0.190 Epoch 3 Batch 12/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.881, Loss: 0.153 Epoch 3 Batch 13/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.870, Loss: 0.133 Epoch 3 Batch 14/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.870, Loss: 0.141 Epoch 3 Batch 15/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.862, Loss: 0.147 Epoch 3 Batch 16/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.870, Loss: 0.107 Epoch 3 Batch 17/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.877, Loss: 0.126 Epoch 3 Batch 18/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.869, Loss: 0.100 Epoch 3 Batch 19/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.869, Loss: 0.132 Epoch 3 Batch 20/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.869, Loss: 0.121 Epoch 3 Batch 21/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.866, Loss: 0.117 Epoch 3 Batch 22/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.870, Loss: 0.139 Epoch 3 Batch 23/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.888, Loss: 0.147 Epoch 3 Batch 24/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.888, Loss: 0.138 Epoch 3 Batch 25/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.881, Loss: 0.130 Epoch 3 Batch 26/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.881, Loss: 0.143 Epoch 3 Batch 27/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.880, Loss: 0.141 Epoch 3 Batch 28/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.879, Loss: 0.128 Epoch 3 Batch 29/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.888, Loss: 0.114 Epoch 3 Batch 30/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.886, Loss: 0.111 Epoch 3 Batch 31/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.887, Loss: 0.082 Epoch 3 Batch 32/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.901, Loss: 0.155 Epoch 3 Batch 33/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.903, Loss: 0.158 Epoch 3 Batch 34/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.903, Loss: 0.126 Epoch 3 Batch 35/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.911, Loss: 0.118 Epoch 3 Batch 36/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.917, Loss: 0.114 Epoch 3 Batch 37/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.908, Loss: 0.119 Epoch 3 Batch 38/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.917, Loss: 0.119 Epoch 3 Batch 39/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.918, Loss: 0.145 Epoch 3 Batch 40/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.910, Loss: 0.126 Epoch 3 Batch 41/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.900, Loss: 0.131 Epoch 3 Batch 42/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.879, Loss: 0.116 Epoch 3 Batch 43/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.887, Loss: 0.129 Epoch 3 Batch 44/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.869, Loss: 0.156 Epoch 3 Batch 45/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.868, Loss: 0.151 Epoch 3 Batch 46/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.869, Loss: 0.134 Epoch 3 Batch 47/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.875, Loss: 0.116 Epoch 3 Batch 48/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.874, Loss: 0.151 Epoch 3 Batch 49/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.866, Loss: 0.114 Epoch 3 Batch 50/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.876, Loss: 0.148 Epoch 3 Batch 51/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.868, Loss: 0.107 Epoch 3 Batch 52/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.869, Loss: 0.111 Epoch 3 Batch 53/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.871, Loss: 0.128 Epoch 3 Batch 54/2154 - Train Accuracy: 0.833, Validation Accuracy: 0.880, Loss: 0.171 Epoch 3 Batch 55/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.879, Loss: 0.105 Epoch 3 Batch 56/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.880, Loss: 0.134 Epoch 3 Batch 57/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.884, Loss: 0.121 Epoch 3 Batch 58/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.897, Loss: 0.156 Epoch 3 Batch 59/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.903, Loss: 0.123 Epoch 3 Batch 60/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.902, Loss: 0.109 Epoch 3 Batch 61/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.895, Loss: 0.098 Epoch 3 Batch 62/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.890, Loss: 0.155 Epoch 3 Batch 63/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.889, Loss: 0.140 Epoch 3 Batch 64/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.881, Loss: 0.128 Epoch 3 Batch 65/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.882, Loss: 0.126 Epoch 3 Batch 66/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.881, Loss: 0.114 Epoch 3 Batch 67/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.880, Loss: 0.133 Epoch 3 Batch 68/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.888, Loss: 0.115 Epoch 3 Batch 69/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.897, Loss: 0.106 Epoch 3 Batch 70/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.901, Loss: 0.129 Epoch 3 Batch 71/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.898, Loss: 0.141 Epoch 3 Batch 72/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.902, Loss: 0.108 Epoch 3 Batch 73/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.890, Loss: 0.127 Epoch 3 Batch 74/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.890, Loss: 0.122 Epoch 3 Batch 75/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.899, Loss: 0.137 Epoch 3 Batch 76/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.891, Loss: 0.119 Epoch 3 Batch 77/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.898, Loss: 0.192 Epoch 3 Batch 78/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.888, Loss: 0.103 Epoch 3 Batch 79/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.900, Loss: 0.153 Epoch 3 Batch 80/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.903, Loss: 0.130 Epoch 3 Batch 81/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.904, Loss: 0.147 Epoch 3 Batch 82/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.885, Loss: 0.109 Epoch 3 Batch 83/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.890, Loss: 0.127 Epoch 3 Batch 84/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.892, Loss: 0.138 Epoch 3 Batch 85/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.892, Loss: 0.153 Epoch 3 Batch 86/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.892, Loss: 0.127 Epoch 3 Batch 87/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.892, Loss: 0.105 Epoch 3 Batch 88/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.876, Loss: 0.097 Epoch 3 Batch 89/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.877, Loss: 0.100 Epoch 3 Batch 90/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.884, Loss: 0.113 Epoch 3 Batch 91/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.884, Loss: 0.113 Epoch 3 Batch 92/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.883, Loss: 0.115 Epoch 3 Batch 93/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.883, Loss: 0.116 Epoch 3 Batch 94/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.884, Loss: 0.138 Epoch 3 Batch 95/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.893, Loss: 0.111 Epoch 3 Batch 96/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.895, Loss: 0.137 Epoch 3 Batch 97/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.906, Loss: 0.139 Epoch 3 Batch 98/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.914, Loss: 0.172 Epoch 3 Batch 99/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.914, Loss: 0.109 Epoch 3 Batch 100/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.914, Loss: 0.154 Epoch 3 Batch 101/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.902, Loss: 0.115 Epoch 3 Batch 102/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.895, Loss: 0.114 Epoch 3 Batch 103/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.896, Loss: 0.130 Epoch 3 Batch 104/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.893, Loss: 0.131 Epoch 3 Batch 105/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.893, Loss: 0.118 Epoch 3 Batch 106/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.893, Loss: 0.135 Epoch 3 Batch 107/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.888, Loss: 0.138 Epoch 3 Batch 108/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.879, Loss: 0.138 Epoch 3 Batch 109/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.876, Loss: 0.158 Epoch 3 Batch 110/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.871, Loss: 0.162 Epoch 3 Batch 111/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.878, Loss: 0.119 Epoch 3 Batch 112/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.869, Loss: 0.129 Epoch 3 Batch 113/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.885, Loss: 0.121 Epoch 3 Batch 114/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.880, Loss: 0.094 Epoch 3 Batch 115/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.879, Loss: 0.126 Epoch 3 Batch 116/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.879, Loss: 0.133 Epoch 3 Batch 117/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.882, Loss: 0.104 Epoch 3 Batch 118/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.891, Loss: 0.116 Epoch 3 Batch 119/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.891, Loss: 0.136 Epoch 3 Batch 120/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.893, Loss: 0.119 Epoch 3 Batch 121/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.896, Loss: 0.112 Epoch 3 Batch 122/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.892, Loss: 0.130 Epoch 3 Batch 123/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.886, Loss: 0.156 Epoch 3 Batch 124/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.882, Loss: 0.139 Epoch 3 Batch 125/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.885, Loss: 0.130 Epoch 3 Batch 126/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.877, Loss: 0.132 Epoch 3 Batch 127/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.886, Loss: 0.115 Epoch 3 Batch 128/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.888, Loss: 0.103 Epoch 3 Batch 129/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.905, Loss: 0.110 Epoch 3 Batch 130/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.896, Loss: 0.119 Epoch 3 Batch 131/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.903, Loss: 0.129 Epoch 3 Batch 132/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.893, Loss: 0.127 Epoch 3 Batch 133/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.874, Loss: 0.101 Epoch 3 Batch 134/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.874, Loss: 0.095 Epoch 3 Batch 135/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.866, Loss: 0.147 Epoch 3 Batch 136/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.875, Loss: 0.120 Epoch 3 Batch 137/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.874, Loss: 0.124 Epoch 3 Batch 138/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.884, Loss: 0.116 Epoch 3 Batch 139/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.874, Loss: 0.122 Epoch 3 Batch 140/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.875, Loss: 0.160 Epoch 3 Batch 141/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.874, Loss: 0.114 Epoch 3 Batch 142/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.881, Loss: 0.127 Epoch 3 Batch 143/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.873, Loss: 0.100 Epoch 3 Batch 144/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.892, Loss: 0.105 Epoch 3 Batch 145/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.888, Loss: 0.142 Epoch 3 Batch 146/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.897, Loss: 0.106 Epoch 3 Batch 147/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.888, Loss: 0.103 Epoch 3 Batch 148/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.880, Loss: 0.132 Epoch 3 Batch 149/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.880, Loss: 0.101 Epoch 3 Batch 150/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.871, Loss: 0.108 Epoch 3 Batch 151/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.869, Loss: 0.157 Epoch 3 Batch 152/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.867, Loss: 0.135 Epoch 3 Batch 153/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.876, Loss: 0.122 Epoch 3 Batch 154/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.876, Loss: 0.087 Epoch 3 Batch 155/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.878, Loss: 0.118 Epoch 3 Batch 156/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.871, Loss: 0.119 Epoch 3 Batch 157/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.871, Loss: 0.106 Epoch 3 Batch 158/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.873, Loss: 0.105 Epoch 3 Batch 159/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.874, Loss: 0.115 Epoch 3 Batch 160/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.881, Loss: 0.125 Epoch 3 Batch 161/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.881, Loss: 0.113 Epoch 3 Batch 162/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.893, Loss: 0.121 Epoch 3 Batch 163/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.889, Loss: 0.092 Epoch 3 Batch 164/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.887, Loss: 0.116 Epoch 3 Batch 165/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.896, Loss: 0.108 Epoch 3 Batch 166/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.901, Loss: 0.120 Epoch 3 Batch 167/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.911, Loss: 0.123 Epoch 3 Batch 168/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.920, Loss: 0.122 Epoch 3 Batch 169/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.906, Loss: 0.136 Epoch 3 Batch 170/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.892, Loss: 0.101 Epoch 3 Batch 171/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.877, Loss: 0.129 Epoch 3 Batch 172/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.876, Loss: 0.128 Epoch 3 Batch 173/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.893, Loss: 0.127 Epoch 3 Batch 174/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.897, Loss: 0.125 Epoch 3 Batch 175/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.898, Loss: 0.138 Epoch 3 Batch 176/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.891, Loss: 0.148 Epoch 3 Batch 177/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.898, Loss: 0.113 Epoch 3 Batch 178/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.872, Loss: 0.143 Epoch 3 Batch 179/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.865, Loss: 0.119 Epoch 3 Batch 180/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.851, Loss: 0.145 Epoch 3 Batch 181/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.852, Loss: 0.123 Epoch 3 Batch 182/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.855, Loss: 0.117 Epoch 3 Batch 183/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.882, Loss: 0.119 Epoch 3 Batch 184/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.883, Loss: 0.138 Epoch 3 Batch 185/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.876, Loss: 0.139 Epoch 3 Batch 186/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.866, Loss: 0.152 Epoch 3 Batch 187/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.859, Loss: 0.161 Epoch 3 Batch 188/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.871, Loss: 0.099 Epoch 3 Batch 189/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.862, Loss: 0.101 Epoch 3 Batch 190/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.862, Loss: 0.094 Epoch 3 Batch 191/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.871, Loss: 0.166 Epoch 3 Batch 192/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.905, Loss: 0.150 Epoch 3 Batch 193/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.893, Loss: 0.120 Epoch 3 Batch 194/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.887, Loss: 0.128 Epoch 3 Batch 195/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.888, Loss: 0.123 Epoch 3 Batch 196/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.898, Loss: 0.113 Epoch 3 Batch 197/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.898, Loss: 0.117 Epoch 3 Batch 198/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.898, Loss: 0.148 Epoch 3 Batch 199/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.918, Loss: 0.134 Epoch 3 Batch 200/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.911, Loss: 0.105 Epoch 3 Batch 201/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.896, Loss: 0.119 Epoch 3 Batch 202/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.901, Loss: 0.115 Epoch 3 Batch 203/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.919, Loss: 0.131 Epoch 3 Batch 204/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.903, Loss: 0.101 Epoch 3 Batch 205/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.891, Loss: 0.108 Epoch 3 Batch 206/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.895, Loss: 0.136 Epoch 3 Batch 207/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.888, Loss: 0.150 Epoch 3 Batch 208/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.891, Loss: 0.116 Epoch 3 Batch 209/2154 - Train Accuracy: 0.839, Validation Accuracy: 0.882, Loss: 0.173 Epoch 3 Batch 210/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.888, Loss: 0.105 Epoch 3 Batch 211/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.875, Loss: 0.099 Epoch 3 Batch 212/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.844, Loss: 0.118 Epoch 3 Batch 213/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.822, Loss: 0.133 Epoch 3 Batch 214/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.832, Loss: 0.166 Epoch 3 Batch 215/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.856, Loss: 0.121 Epoch 3 Batch 216/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.873, Loss: 0.141 Epoch 3 Batch 217/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.869, Loss: 0.116 Epoch 3 Batch 218/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.878, Loss: 0.129 Epoch 3 Batch 219/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.874, Loss: 0.143 Epoch 3 Batch 220/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.874, Loss: 0.133 Epoch 3 Batch 221/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.876, Loss: 0.096 Epoch 3 Batch 222/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.876, Loss: 0.109 Epoch 3 Batch 223/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.880, Loss: 0.115 Epoch 3 Batch 224/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.881, Loss: 0.106 Epoch 3 Batch 225/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.867, Loss: 0.110 Epoch 3 Batch 226/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.898, Loss: 0.097 Epoch 3 Batch 227/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.880, Loss: 0.134 Epoch 3 Batch 228/2154 - Train Accuracy: 0.837, Validation Accuracy: 0.893, Loss: 0.117 Epoch 3 Batch 229/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.873, Loss: 0.119 Epoch 3 Batch 230/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.874, Loss: 0.110 Epoch 3 Batch 231/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.874, Loss: 0.159 Epoch 3 Batch 232/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.867, Loss: 0.137 Epoch 3 Batch 233/2154 - Train Accuracy: 0.797, Validation Accuracy: 0.884, Loss: 0.158 Epoch 3 Batch 234/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.892, Loss: 0.106 Epoch 3 Batch 235/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.876, Loss: 0.134 Epoch 3 Batch 236/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.886, Loss: 0.112 Epoch 3 Batch 237/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.886, Loss: 0.131 Epoch 3 Batch 238/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.878, Loss: 0.121 Epoch 3 Batch 239/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.887, Loss: 0.112 Epoch 3 Batch 240/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.902, Loss: 0.144 Epoch 3 Batch 241/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.901, Loss: 0.148 Epoch 3 Batch 242/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.901, Loss: 0.127 Epoch 3 Batch 243/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.904, Loss: 0.118 Epoch 3 Batch 244/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.888, Loss: 0.123 Epoch 3 Batch 245/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.888, Loss: 0.115 Epoch 3 Batch 246/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.900, Loss: 0.113 Epoch 3 Batch 247/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.888, Loss: 0.103 Epoch 3 Batch 248/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.888, Loss: 0.097 Epoch 3 Batch 249/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.899, Loss: 0.138 Epoch 3 Batch 250/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.895, Loss: 0.142 Epoch 3 Batch 251/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.896, Loss: 0.107 Epoch 3 Batch 252/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.903, Loss: 0.137 Epoch 3 Batch 253/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.911, Loss: 0.109 Epoch 3 Batch 254/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.903, Loss: 0.089 Epoch 3 Batch 255/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.903, Loss: 0.098 Epoch 3 Batch 256/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.903, Loss: 0.105 Epoch 3 Batch 257/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.912, Loss: 0.135 Epoch 3 Batch 258/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.898, Loss: 0.092 Epoch 3 Batch 259/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.896, Loss: 0.135 Epoch 3 Batch 260/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.889, Loss: 0.135 Epoch 3 Batch 261/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.877, Loss: 0.105 Epoch 3 Batch 262/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.884, Loss: 0.107 Epoch 3 Batch 263/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.878, Loss: 0.120 Epoch 3 Batch 264/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.871, Loss: 0.113 Epoch 3 Batch 265/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.872, Loss: 0.139 Epoch 3 Batch 266/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.871, Loss: 0.112 Epoch 3 Batch 267/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.870, Loss: 0.102 Epoch 3 Batch 268/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.858, Loss: 0.107 Epoch 3 Batch 269/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.859, Loss: 0.118 Epoch 3 Batch 270/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.857, Loss: 0.124 Epoch 3 Batch 271/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.849, Loss: 0.126 Epoch 3 Batch 272/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.847, Loss: 0.120 Epoch 3 Batch 273/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.847, Loss: 0.106 Epoch 3 Batch 274/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.847, Loss: 0.118 Epoch 3 Batch 275/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.847, Loss: 0.103 Epoch 3 Batch 276/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.857, Loss: 0.105 Epoch 3 Batch 277/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.849, Loss: 0.133 Epoch 3 Batch 278/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.861, Loss: 0.108 Epoch 3 Batch 279/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.851, Loss: 0.125 Epoch 3 Batch 280/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.846, Loss: 0.145 Epoch 3 Batch 281/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.846, Loss: 0.113 Epoch 3 Batch 282/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.863, Loss: 0.097 Epoch 3 Batch 283/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.874, Loss: 0.112 Epoch 3 Batch 284/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.874, Loss: 0.132 Epoch 3 Batch 285/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.879, Loss: 0.124 Epoch 3 Batch 286/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.880, Loss: 0.114 Epoch 3 Batch 287/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.886, Loss: 0.121 Epoch 3 Batch 288/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.879, Loss: 0.121 Epoch 3 Batch 289/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.886, Loss: 0.143 Epoch 3 Batch 290/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.884, Loss: 0.155 Epoch 3 Batch 291/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.891, Loss: 0.120 Epoch 3 Batch 292/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.879, Loss: 0.121 Epoch 3 Batch 293/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.890, Loss: 0.136 Epoch 3 Batch 294/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.890, Loss: 0.183 Epoch 3 Batch 295/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.872, Loss: 0.116 Epoch 3 Batch 296/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.871, Loss: 0.152 Epoch 3 Batch 297/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.871, Loss: 0.094 Epoch 3 Batch 298/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.870, Loss: 0.123 Epoch 3 Batch 299/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.869, Loss: 0.098 Epoch 3 Batch 300/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.870, Loss: 0.137 Epoch 3 Batch 301/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.871, Loss: 0.140 Epoch 3 Batch 302/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.862, Loss: 0.107 Epoch 3 Batch 303/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.853, Loss: 0.105 Epoch 3 Batch 304/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.853, Loss: 0.109 Epoch 3 Batch 305/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.853, Loss: 0.157 Epoch 3 Batch 306/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.851, Loss: 0.118 Epoch 3 Batch 307/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.853, Loss: 0.168 Epoch 3 Batch 308/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.852, Loss: 0.114 Epoch 3 Batch 309/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.868, Loss: 0.097 Epoch 3 Batch 310/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.888, Loss: 0.125 Epoch 3 Batch 311/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.891, Loss: 0.095 Epoch 3 Batch 312/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.884, Loss: 0.128 Epoch 3 Batch 313/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.885, Loss: 0.093 Epoch 3 Batch 314/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.885, Loss: 0.115 Epoch 3 Batch 315/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.884, Loss: 0.106 Epoch 3 Batch 316/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.895, Loss: 0.122 Epoch 3 Batch 317/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.896, Loss: 0.131 Epoch 3 Batch 318/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.886, Loss: 0.132 Epoch 3 Batch 319/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.886, Loss: 0.101 Epoch 3 Batch 320/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.884, Loss: 0.110 Epoch 3 Batch 321/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.893, Loss: 0.106 Epoch 3 Batch 322/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.894, Loss: 0.123 Epoch 3 Batch 323/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.893, Loss: 0.132 Epoch 3 Batch 324/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.891, Loss: 0.085 Epoch 3 Batch 325/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.891, Loss: 0.139 Epoch 3 Batch 326/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.880, Loss: 0.130 Epoch 3 Batch 327/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.882, Loss: 0.141 Epoch 3 Batch 328/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.882, Loss: 0.117 Epoch 3 Batch 329/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.883, Loss: 0.137 Epoch 3 Batch 330/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.884, Loss: 0.107 Epoch 3 Batch 331/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.884, Loss: 0.109 Epoch 3 Batch 332/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.883, Loss: 0.103 Epoch 3 Batch 333/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.874, Loss: 0.145 Epoch 3 Batch 334/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.884, Loss: 0.130 Epoch 3 Batch 335/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.884, Loss: 0.094 Epoch 3 Batch 336/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.884, Loss: 0.128 Epoch 3 Batch 337/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.883, Loss: 0.144 Epoch 3 Batch 338/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.884, Loss: 0.120 Epoch 3 Batch 339/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.900, Loss: 0.197 Epoch 3 Batch 340/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.891, Loss: 0.106 Epoch 3 Batch 341/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.893, Loss: 0.116 Epoch 3 Batch 342/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.891, Loss: 0.120 Epoch 3 Batch 343/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.900, Loss: 0.103 Epoch 3 Batch 344/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.896, Loss: 0.108 Epoch 3 Batch 345/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.893, Loss: 0.141 Epoch 3 Batch 346/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.906, Loss: 0.089 Epoch 3 Batch 347/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.910, Loss: 0.147 Epoch 3 Batch 348/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.911, Loss: 0.124 Epoch 3 Batch 349/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.909, Loss: 0.086 Epoch 3 Batch 350/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.908, Loss: 0.133 Epoch 3 Batch 351/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.901, Loss: 0.133 Epoch 3 Batch 352/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.910, Loss: 0.096 Epoch 3 Batch 353/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.920, Loss: 0.121 Epoch 3 Batch 354/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.913, Loss: 0.112 Epoch 3 Batch 355/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.914, Loss: 0.142 Epoch 3 Batch 356/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.912, Loss: 0.114 Epoch 3 Batch 357/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.129 Epoch 3 Batch 358/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.106 Epoch 3 Batch 359/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.926, Loss: 0.125 Epoch 3 Batch 360/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.918, Loss: 0.112 Epoch 3 Batch 361/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.120 Epoch 3 Batch 362/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.109 Epoch 3 Batch 363/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.932, Loss: 0.135 Epoch 3 Batch 364/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.923, Loss: 0.126 Epoch 3 Batch 365/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.126 Epoch 3 Batch 366/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.911, Loss: 0.138 Epoch 3 Batch 367/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.893, Loss: 0.106 Epoch 3 Batch 368/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.899, Loss: 0.121 Epoch 3 Batch 369/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.901, Loss: 0.086 Epoch 3 Batch 370/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.902, Loss: 0.142 Epoch 3 Batch 371/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.899, Loss: 0.104 Epoch 3 Batch 372/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.901, Loss: 0.145 Epoch 3 Batch 373/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.901, Loss: 0.114 Epoch 3 Batch 374/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.893, Loss: 0.117 Epoch 3 Batch 375/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.896, Loss: 0.099 Epoch 3 Batch 376/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.894, Loss: 0.108 Epoch 3 Batch 377/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.884, Loss: 0.118 Epoch 3 Batch 378/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.881, Loss: 0.106 Epoch 3 Batch 379/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.881, Loss: 0.123 Epoch 3 Batch 380/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.886, Loss: 0.112 Epoch 3 Batch 381/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.882, Loss: 0.135 Epoch 3 Batch 382/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.871, Loss: 0.101 Epoch 3 Batch 383/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.878, Loss: 0.122 Epoch 3 Batch 384/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.878, Loss: 0.098 Epoch 3 Batch 385/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.898, Loss: 0.124 Epoch 3 Batch 386/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.898, Loss: 0.133 Epoch 3 Batch 387/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.908, Loss: 0.092 Epoch 3 Batch 388/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.909, Loss: 0.093 Epoch 3 Batch 389/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.908, Loss: 0.132 Epoch 3 Batch 390/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.908, Loss: 0.110 Epoch 3 Batch 391/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.906, Loss: 0.090 Epoch 3 Batch 392/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.898, Loss: 0.113 Epoch 3 Batch 393/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.900, Loss: 0.100 Epoch 3 Batch 394/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.901, Loss: 0.115 Epoch 3 Batch 395/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.899, Loss: 0.117 Epoch 3 Batch 396/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.899, Loss: 0.125 Epoch 3 Batch 397/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.898, Loss: 0.118 Epoch 3 Batch 398/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.898, Loss: 0.130 Epoch 3 Batch 399/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.897, Loss: 0.089 Epoch 3 Batch 400/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.905, Loss: 0.102 Epoch 3 Batch 401/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.906, Loss: 0.134 Epoch 3 Batch 402/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.909, Loss: 0.125 Epoch 3 Batch 403/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.901, Loss: 0.109 Epoch 3 Batch 404/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.900, Loss: 0.099 Epoch 3 Batch 405/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.901, Loss: 0.108 Epoch 3 Batch 406/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.884, Loss: 0.115 Epoch 3 Batch 407/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.876, Loss: 0.127 Epoch 3 Batch 408/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.892, Loss: 0.097 Epoch 3 Batch 409/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.892, Loss: 0.165 Epoch 3 Batch 410/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.893, Loss: 0.134 Epoch 3 Batch 411/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.892, Loss: 0.138 Epoch 3 Batch 412/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.887, Loss: 0.121 Epoch 3 Batch 413/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.888, Loss: 0.109 Epoch 3 Batch 414/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.880, Loss: 0.120 Epoch 3 Batch 415/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.872, Loss: 0.129 Epoch 3 Batch 416/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.872, Loss: 0.112 Epoch 3 Batch 417/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.872, Loss: 0.119 Epoch 3 Batch 418/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.886, Loss: 0.133 Epoch 3 Batch 419/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.887, Loss: 0.112 Epoch 3 Batch 420/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.884, Loss: 0.102 Epoch 3 Batch 421/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.886, Loss: 0.129 Epoch 3 Batch 422/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.885, Loss: 0.115 Epoch 3 Batch 423/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.881, Loss: 0.117 Epoch 3 Batch 424/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.890, Loss: 0.125 Epoch 3 Batch 425/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.903, Loss: 0.103 Epoch 3 Batch 426/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.899, Loss: 0.096 Epoch 3 Batch 427/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.898, Loss: 0.103 Epoch 3 Batch 428/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.864, Loss: 0.097 Epoch 3 Batch 429/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.859, Loss: 0.095 Epoch 3 Batch 430/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.860, Loss: 0.129 Epoch 3 Batch 431/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.861, Loss: 0.140 Epoch 3 Batch 432/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.859, Loss: 0.130 Epoch 3 Batch 433/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.859, Loss: 0.148 Epoch 3 Batch 434/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.861, Loss: 0.113 Epoch 3 Batch 435/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.862, Loss: 0.111 Epoch 3 Batch 436/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.870, Loss: 0.085 Epoch 3 Batch 437/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.869, Loss: 0.145 Epoch 3 Batch 438/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.870, Loss: 0.136 Epoch 3 Batch 439/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.872, Loss: 0.107 Epoch 3 Batch 440/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.872, Loss: 0.102 Epoch 3 Batch 441/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.873, Loss: 0.099 Epoch 3 Batch 442/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.872, Loss: 0.129 Epoch 3 Batch 443/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.884, Loss: 0.131 Epoch 3 Batch 444/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.884, Loss: 0.099 Epoch 3 Batch 445/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.879, Loss: 0.115 Epoch 3 Batch 446/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.887, Loss: 0.101 Epoch 3 Batch 447/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.880, Loss: 0.105 Epoch 3 Batch 448/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.871, Loss: 0.103 Epoch 3 Batch 449/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.880, Loss: 0.125 Epoch 3 Batch 450/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.881, Loss: 0.115 Epoch 3 Batch 451/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.879, Loss: 0.137 Epoch 3 Batch 452/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.886, Loss: 0.138 Epoch 3 Batch 453/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.877, Loss: 0.113 Epoch 3 Batch 454/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.876, Loss: 0.097 Epoch 3 Batch 455/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.885, Loss: 0.134 Epoch 3 Batch 456/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.885, Loss: 0.128 Epoch 3 Batch 457/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.854, Loss: 0.125 Epoch 3 Batch 458/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.876, Loss: 0.115 Epoch 3 Batch 459/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.884, Loss: 0.126 Epoch 3 Batch 460/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.881, Loss: 0.119 Epoch 3 Batch 461/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.868, Loss: 0.101 Epoch 3 Batch 462/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.869, Loss: 0.111 Epoch 3 Batch 463/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.870, Loss: 0.115 Epoch 3 Batch 464/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.870, Loss: 0.150 Epoch 3 Batch 465/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.874, Loss: 0.112 Epoch 3 Batch 466/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.876, Loss: 0.102 Epoch 3 Batch 467/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.874, Loss: 0.098 Epoch 3 Batch 468/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.875, Loss: 0.159 Epoch 3 Batch 469/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.875, Loss: 0.110 Epoch 3 Batch 470/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.876, Loss: 0.130 Epoch 3 Batch 471/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.872, Loss: 0.149 Epoch 3 Batch 472/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.884, Loss: 0.087 Epoch 3 Batch 473/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.872, Loss: 0.130 Epoch 3 Batch 474/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.880, Loss: 0.130 Epoch 3 Batch 475/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.887, Loss: 0.110 Epoch 3 Batch 476/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.876, Loss: 0.110 Epoch 3 Batch 477/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.888, Loss: 0.123 Epoch 3 Batch 478/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.889, Loss: 0.116 Epoch 3 Batch 479/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.883, Loss: 0.094 Epoch 3 Batch 480/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.879, Loss: 0.105 Epoch 3 Batch 481/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.879, Loss: 0.107 Epoch 3 Batch 482/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.873, Loss: 0.126 Epoch 3 Batch 483/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.876, Loss: 0.094 Epoch 3 Batch 484/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.886, Loss: 0.085 Epoch 3 Batch 485/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.887, Loss: 0.103 Epoch 3 Batch 486/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.903, Loss: 0.105 Epoch 3 Batch 487/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.901, Loss: 0.137 Epoch 3 Batch 488/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.903, Loss: 0.121 Epoch 3 Batch 489/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.903, Loss: 0.114 Epoch 3 Batch 490/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.901, Loss: 0.134 Epoch 3 Batch 491/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.901, Loss: 0.106 Epoch 3 Batch 492/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.903, Loss: 0.102 Epoch 3 Batch 493/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.903, Loss: 0.100 Epoch 3 Batch 494/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.904, Loss: 0.114 Epoch 3 Batch 495/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.903, Loss: 0.119 Epoch 3 Batch 496/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.911, Loss: 0.104 Epoch 3 Batch 497/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.911, Loss: 0.108 Epoch 3 Batch 498/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.912, Loss: 0.107 Epoch 3 Batch 499/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.905, Loss: 0.116 Epoch 3 Batch 500/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.905, Loss: 0.108 Epoch 3 Batch 501/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.906, Loss: 0.128 Epoch 3 Batch 502/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.918, Loss: 0.091 Epoch 3 Batch 503/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.917, Loss: 0.091 Epoch 3 Batch 504/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.908, Loss: 0.151 Epoch 3 Batch 505/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.907, Loss: 0.130 Epoch 3 Batch 506/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.902, Loss: 0.091 Epoch 3 Batch 507/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.901, Loss: 0.114 Epoch 3 Batch 508/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.900, Loss: 0.116 Epoch 3 Batch 509/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.902, Loss: 0.109 Epoch 3 Batch 510/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.901, Loss: 0.109 Epoch 3 Batch 511/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.903, Loss: 0.121 Epoch 3 Batch 512/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.904, Loss: 0.112 Epoch 3 Batch 513/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.913, Loss: 0.155 Epoch 3 Batch 514/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.913, Loss: 0.129 Epoch 3 Batch 515/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.913, Loss: 0.098 Epoch 3 Batch 516/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.913, Loss: 0.120 Epoch 3 Batch 517/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.906, Loss: 0.153 Epoch 3 Batch 518/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.905, Loss: 0.101 Epoch 3 Batch 519/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.911, Loss: 0.119 Epoch 3 Batch 520/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.910, Loss: 0.103 Epoch 3 Batch 521/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.908, Loss: 0.109 Epoch 3 Batch 522/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.911, Loss: 0.095 Epoch 3 Batch 523/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.918, Loss: 0.120 Epoch 3 Batch 524/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.919, Loss: 0.107 Epoch 3 Batch 525/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.921, Loss: 0.097 Epoch 3 Batch 526/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.921, Loss: 0.086 Epoch 3 Batch 527/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.915, Loss: 0.101 Epoch 3 Batch 528/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.902, Loss: 0.102 Epoch 3 Batch 529/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.903, Loss: 0.136 Epoch 3 Batch 530/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.910, Loss: 0.111 Epoch 3 Batch 531/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.911, Loss: 0.116 Epoch 3 Batch 532/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.911, Loss: 0.104 Epoch 3 Batch 533/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.911, Loss: 0.106 Epoch 3 Batch 534/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.910, Loss: 0.120 Epoch 3 Batch 535/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.909, Loss: 0.113 Epoch 3 Batch 536/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.909, Loss: 0.097 Epoch 3 Batch 537/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.909, Loss: 0.125 Epoch 3 Batch 538/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.917, Loss: 0.114 Epoch 3 Batch 539/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.926, Loss: 0.132 Epoch 3 Batch 540/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.098 Epoch 3 Batch 541/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.925, Loss: 0.125 Epoch 3 Batch 542/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.925, Loss: 0.147 Epoch 3 Batch 543/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.119 Epoch 3 Batch 544/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.922, Loss: 0.094 Epoch 3 Batch 545/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.927, Loss: 0.172 Epoch 3 Batch 546/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.153 Epoch 3 Batch 547/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.093 Epoch 3 Batch 548/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.921, Loss: 0.108 Epoch 3 Batch 549/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.921, Loss: 0.104 Epoch 3 Batch 550/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.921, Loss: 0.108 Epoch 3 Batch 551/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.911, Loss: 0.144 Epoch 3 Batch 552/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.911, Loss: 0.098 Epoch 3 Batch 553/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.912, Loss: 0.180 Epoch 3 Batch 554/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.908, Loss: 0.105 Epoch 3 Batch 555/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.898, Loss: 0.109 Epoch 3 Batch 556/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.898, Loss: 0.082 Epoch 3 Batch 557/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.898, Loss: 0.127 Epoch 3 Batch 558/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.888, Loss: 0.173 Epoch 3 Batch 559/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.888, Loss: 0.145 Epoch 3 Batch 560/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.907, Loss: 0.129 Epoch 3 Batch 561/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.899, Loss: 0.116 Epoch 3 Batch 562/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.898, Loss: 0.119 Epoch 3 Batch 563/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.897, Loss: 0.142 Epoch 3 Batch 564/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.897, Loss: 0.115 Epoch 3 Batch 565/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.899, Loss: 0.119 Epoch 3 Batch 566/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.908, Loss: 0.166 Epoch 3 Batch 567/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.899, Loss: 0.138 Epoch 3 Batch 568/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.897, Loss: 0.115 Epoch 3 Batch 569/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.906, Loss: 0.107 Epoch 3 Batch 570/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.906, Loss: 0.145 Epoch 3 Batch 571/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.914, Loss: 0.118 Epoch 3 Batch 572/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.906, Loss: 0.117 Epoch 3 Batch 573/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.905, Loss: 0.108 Epoch 3 Batch 574/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.897, Loss: 0.133 Epoch 3 Batch 575/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.888, Loss: 0.115 Epoch 3 Batch 576/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.893, Loss: 0.091 Epoch 3 Batch 577/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.906, Loss: 0.135 Epoch 3 Batch 578/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.897, Loss: 0.089 Epoch 3 Batch 579/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.906, Loss: 0.121 Epoch 3 Batch 580/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.903, Loss: 0.126 Epoch 3 Batch 581/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.892, Loss: 0.148 Epoch 3 Batch 582/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.890, Loss: 0.155 Epoch 3 Batch 583/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.890, Loss: 0.163 Epoch 3 Batch 584/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.891, Loss: 0.138 Epoch 3 Batch 585/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.891, Loss: 0.121 Epoch 3 Batch 586/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.891, Loss: 0.113 Epoch 3 Batch 587/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.893, Loss: 0.138 Epoch 3 Batch 588/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.884, Loss: 0.116 Epoch 3 Batch 589/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.884, Loss: 0.134 Epoch 3 Batch 590/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.884, Loss: 0.111 Epoch 3 Batch 591/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.879, Loss: 0.105 Epoch 3 Batch 592/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.900, Loss: 0.140 Epoch 3 Batch 593/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.906, Loss: 0.092 Epoch 3 Batch 594/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.918, Loss: 0.118 Epoch 3 Batch 595/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.911, Loss: 0.109 Epoch 3 Batch 596/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.911, Loss: 0.123 Epoch 3 Batch 597/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.918, Loss: 0.117 Epoch 3 Batch 598/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.908, Loss: 0.144 Epoch 3 Batch 599/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.907, Loss: 0.162 Epoch 3 Batch 600/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.906, Loss: 0.080 Epoch 3 Batch 601/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.915, Loss: 0.085 Epoch 3 Batch 602/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.910, Loss: 0.117 Epoch 3 Batch 603/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.903, Loss: 0.112 Epoch 3 Batch 604/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.915, Loss: 0.096 Epoch 3 Batch 605/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.921, Loss: 0.116 Epoch 3 Batch 606/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.913, Loss: 0.081 Epoch 3 Batch 607/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.892, Loss: 0.101 Epoch 3 Batch 608/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.907, Loss: 0.122 Epoch 3 Batch 609/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.907, Loss: 0.119 Epoch 3 Batch 610/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.905, Loss: 0.094 Epoch 3 Batch 611/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.902, Loss: 0.126 Epoch 3 Batch 612/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.890, Loss: 0.090 Epoch 3 Batch 613/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.898, Loss: 0.130 Epoch 3 Batch 614/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.898, Loss: 0.104 Epoch 3 Batch 615/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.908, Loss: 0.102 Epoch 3 Batch 616/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.908, Loss: 0.107 Epoch 3 Batch 617/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.908, Loss: 0.106 Epoch 3 Batch 618/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.911, Loss: 0.160 Epoch 3 Batch 619/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.910, Loss: 0.096 Epoch 3 Batch 620/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.918, Loss: 0.109 Epoch 3 Batch 621/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.917, Loss: 0.138 Epoch 3 Batch 622/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.089 Epoch 3 Batch 623/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.914, Loss: 0.108 Epoch 3 Batch 624/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.906, Loss: 0.109 Epoch 3 Batch 625/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.915, Loss: 0.120 Epoch 3 Batch 626/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.906, Loss: 0.131 Epoch 3 Batch 627/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.906, Loss: 0.102 Epoch 3 Batch 628/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.906, Loss: 0.078 Epoch 3 Batch 629/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.908, Loss: 0.112 Epoch 3 Batch 630/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.908, Loss: 0.096 Epoch 3 Batch 631/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.907, Loss: 0.101 Epoch 3 Batch 632/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.907, Loss: 0.109 Epoch 3 Batch 633/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.904, Loss: 0.101 Epoch 3 Batch 634/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.893, Loss: 0.111 Epoch 3 Batch 635/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.896, Loss: 0.142 Epoch 3 Batch 636/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.889, Loss: 0.146 Epoch 3 Batch 637/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.891, Loss: 0.129 Epoch 3 Batch 638/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.888, Loss: 0.080 Epoch 3 Batch 639/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.890, Loss: 0.149 Epoch 3 Batch 640/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.887, Loss: 0.103 Epoch 3 Batch 641/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.886, Loss: 0.113 Epoch 3 Batch 642/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.879, Loss: 0.144 Epoch 3 Batch 643/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.876, Loss: 0.086 Epoch 3 Batch 644/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.876, Loss: 0.119 Epoch 3 Batch 645/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.876, Loss: 0.102 Epoch 3 Batch 646/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.876, Loss: 0.110 Epoch 3 Batch 647/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.876, Loss: 0.142 Epoch 3 Batch 648/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.893, Loss: 0.107 Epoch 3 Batch 649/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.896, Loss: 0.097 Epoch 3 Batch 650/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.879, Loss: 0.117 Epoch 3 Batch 651/2154 - Train Accuracy: 0.849, Validation Accuracy: 0.887, Loss: 0.131 Epoch 3 Batch 652/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.898, Loss: 0.093 Epoch 3 Batch 653/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.901, Loss: 0.121 Epoch 3 Batch 654/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.909, Loss: 0.106 Epoch 3 Batch 655/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.901, Loss: 0.135 Epoch 3 Batch 656/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.888, Loss: 0.139 Epoch 3 Batch 657/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.861, Loss: 0.130 Epoch 3 Batch 658/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.859, Loss: 0.132 Epoch 3 Batch 659/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.849, Loss: 0.132 Epoch 3 Batch 660/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.859, Loss: 0.104 Epoch 3 Batch 661/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.861, Loss: 0.119 Epoch 3 Batch 662/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.873, Loss: 0.146 Epoch 3 Batch 663/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.865, Loss: 0.118 Epoch 3 Batch 664/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.866, Loss: 0.106 Epoch 3 Batch 665/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.866, Loss: 0.083 Epoch 3 Batch 666/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.874, Loss: 0.093 Epoch 3 Batch 667/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.871, Loss: 0.086 Epoch 3 Batch 668/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.859, Loss: 0.107 Epoch 3 Batch 669/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.859, Loss: 0.119 Epoch 3 Batch 670/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.878, Loss: 0.090 Epoch 3 Batch 671/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.875, Loss: 0.130 Epoch 3 Batch 672/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.876, Loss: 0.084 Epoch 3 Batch 673/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.881, Loss: 0.170 Epoch 3 Batch 674/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.889, Loss: 0.099 Epoch 3 Batch 675/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.898, Loss: 0.113 Epoch 3 Batch 676/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.924, Loss: 0.125 Epoch 3 Batch 677/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.924, Loss: 0.113 Epoch 3 Batch 678/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.924, Loss: 0.142 Epoch 3 Batch 679/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.928, Loss: 0.115 Epoch 3 Batch 680/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.919, Loss: 0.100 Epoch 3 Batch 681/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.910, Loss: 0.109 Epoch 3 Batch 682/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.910, Loss: 0.117 Epoch 3 Batch 683/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.911, Loss: 0.105 Epoch 3 Batch 684/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.911, Loss: 0.169 Epoch 3 Batch 685/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.910, Loss: 0.081 Epoch 3 Batch 686/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.913, Loss: 0.107 Epoch 3 Batch 687/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.896, Loss: 0.114 Epoch 3 Batch 688/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.881, Loss: 0.105 Epoch 3 Batch 689/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.873, Loss: 0.099 Epoch 3 Batch 690/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.874, Loss: 0.115 Epoch 3 Batch 691/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.892, Loss: 0.096 Epoch 3 Batch 692/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.892, Loss: 0.089 Epoch 3 Batch 693/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.892, Loss: 0.093 Epoch 3 Batch 694/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.890, Loss: 0.113 Epoch 3 Batch 695/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.874, Loss: 0.096 Epoch 3 Batch 696/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.864, Loss: 0.075 Epoch 3 Batch 697/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.857, Loss: 0.100 Epoch 3 Batch 698/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.852, Loss: 0.114 Epoch 3 Batch 699/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.851, Loss: 0.126 Epoch 3 Batch 700/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.859, Loss: 0.099 Epoch 3 Batch 701/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.903, Loss: 0.107 Epoch 3 Batch 702/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.900, Loss: 0.112 Epoch 3 Batch 703/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.900, Loss: 0.093 Epoch 3 Batch 704/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.901, Loss: 0.115 Epoch 3 Batch 705/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.901, Loss: 0.104 Epoch 3 Batch 706/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.902, Loss: 0.087 Epoch 3 Batch 707/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.903, Loss: 0.090 Epoch 3 Batch 708/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.876, Loss: 0.155 Epoch 3 Batch 709/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.881, Loss: 0.137 Epoch 3 Batch 710/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.883, Loss: 0.106 Epoch 3 Batch 711/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.883, Loss: 0.118 Epoch 3 Batch 712/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.875, Loss: 0.102 Epoch 3 Batch 713/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.870, Loss: 0.102 Epoch 3 Batch 714/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.870, Loss: 0.129 Epoch 3 Batch 715/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.879, Loss: 0.102 Epoch 3 Batch 716/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.878, Loss: 0.113 Epoch 3 Batch 717/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.877, Loss: 0.123 Epoch 3 Batch 718/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.892, Loss: 0.107 Epoch 3 Batch 719/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.886, Loss: 0.104 Epoch 3 Batch 720/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.888, Loss: 0.114 Epoch 3 Batch 721/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.901, Loss: 0.107 Epoch 3 Batch 722/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.901, Loss: 0.095 Epoch 3 Batch 723/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.895, Loss: 0.112 Epoch 3 Batch 724/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.891, Loss: 0.106 Epoch 3 Batch 725/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.879, Loss: 0.113 Epoch 3 Batch 726/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.879, Loss: 0.114 Epoch 3 Batch 727/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.881, Loss: 0.121 Epoch 3 Batch 728/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.891, Loss: 0.105 Epoch 3 Batch 729/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.902, Loss: 0.097 Epoch 3 Batch 730/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.893, Loss: 0.168 Epoch 3 Batch 731/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.899, Loss: 0.107 Epoch 3 Batch 732/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.894, Loss: 0.087 Epoch 3 Batch 733/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.903, Loss: 0.113 Epoch 3 Batch 734/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.897, Loss: 0.106 Epoch 3 Batch 735/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.897, Loss: 0.095 Epoch 3 Batch 736/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.888, Loss: 0.107 Epoch 3 Batch 737/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.888, Loss: 0.119 Epoch 3 Batch 738/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.879, Loss: 0.089 Epoch 3 Batch 739/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.879, Loss: 0.089 Epoch 3 Batch 740/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.879, Loss: 0.105 Epoch 3 Batch 741/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.888, Loss: 0.136 Epoch 3 Batch 742/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.884, Loss: 0.072 Epoch 3 Batch 743/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.893, Loss: 0.079 Epoch 3 Batch 744/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.892, Loss: 0.101 Epoch 3 Batch 745/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.887, Loss: 0.096 Epoch 3 Batch 746/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.888, Loss: 0.079 Epoch 3 Batch 747/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.888, Loss: 0.110 Epoch 3 Batch 748/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.896, Loss: 0.080 Epoch 3 Batch 749/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.914, Loss: 0.113 Epoch 3 Batch 750/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.914, Loss: 0.114 Epoch 3 Batch 751/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.089 Epoch 3 Batch 752/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.923, Loss: 0.107 Epoch 3 Batch 753/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.915, Loss: 0.108 Epoch 3 Batch 754/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.897, Loss: 0.104 Epoch 3 Batch 755/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.896, Loss: 0.122 Epoch 3 Batch 756/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.887, Loss: 0.095 Epoch 3 Batch 757/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.887, Loss: 0.119 Epoch 3 Batch 758/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.887, Loss: 0.073 Epoch 3 Batch 759/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.888, Loss: 0.116 Epoch 3 Batch 760/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.887, Loss: 0.124 Epoch 3 Batch 761/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.896, Loss: 0.092 Epoch 3 Batch 762/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.896, Loss: 0.083 Epoch 3 Batch 763/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.896, Loss: 0.131 Epoch 3 Batch 764/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.896, Loss: 0.117 Epoch 3 Batch 765/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.905, Loss: 0.151 Epoch 3 Batch 766/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.897, Loss: 0.125 Epoch 3 Batch 767/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.884, Loss: 0.118 Epoch 3 Batch 768/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.876, Loss: 0.106 Epoch 3 Batch 769/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.859, Loss: 0.115 Epoch 3 Batch 770/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.859, Loss: 0.087 Epoch 3 Batch 771/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.876, Loss: 0.095 Epoch 3 Batch 772/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.893, Loss: 0.073 Epoch 3 Batch 773/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.911, Loss: 0.110 Epoch 3 Batch 774/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.911, Loss: 0.107 Epoch 3 Batch 775/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.906, Loss: 0.105 Epoch 3 Batch 776/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.908, Loss: 0.107 Epoch 3 Batch 777/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.908, Loss: 0.112 Epoch 3 Batch 778/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.891, Loss: 0.108 Epoch 3 Batch 779/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.891, Loss: 0.130 Epoch 3 Batch 780/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.881, Loss: 0.095 Epoch 3 Batch 781/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.882, Loss: 0.099 Epoch 3 Batch 782/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.873, Loss: 0.152 Epoch 3 Batch 783/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.881, Loss: 0.081 Epoch 3 Batch 784/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.893, Loss: 0.137 Epoch 3 Batch 785/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.892, Loss: 0.103 Epoch 3 Batch 786/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.884, Loss: 0.135 Epoch 3 Batch 787/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.891, Loss: 0.104 Epoch 3 Batch 788/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.903, Loss: 0.079 Epoch 3 Batch 789/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.893, Loss: 0.133 Epoch 3 Batch 790/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.894, Loss: 0.099 Epoch 3 Batch 791/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.886, Loss: 0.092 Epoch 3 Batch 792/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.878, Loss: 0.103 Epoch 3 Batch 793/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.879, Loss: 0.119 Epoch 3 Batch 794/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.879, Loss: 0.118 Epoch 3 Batch 795/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.871, Loss: 0.127 Epoch 3 Batch 796/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.880, Loss: 0.100 Epoch 3 Batch 797/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.888, Loss: 0.107 Epoch 3 Batch 798/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.904, Loss: 0.108 Epoch 3 Batch 799/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.903, Loss: 0.102 Epoch 3 Batch 800/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.903, Loss: 0.091 Epoch 3 Batch 801/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.899, Loss: 0.109 Epoch 3 Batch 802/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.893, Loss: 0.121 Epoch 3 Batch 803/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.889, Loss: 0.099 Epoch 3 Batch 804/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.898, Loss: 0.092 Epoch 3 Batch 805/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.889, Loss: 0.074 Epoch 3 Batch 806/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.888, Loss: 0.099 Epoch 3 Batch 807/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.871, Loss: 0.096 Epoch 3 Batch 808/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.879, Loss: 0.141 Epoch 3 Batch 809/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.869, Loss: 0.113 Epoch 3 Batch 810/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.890, Loss: 0.101 Epoch 3 Batch 811/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.891, Loss: 0.120 Epoch 3 Batch 812/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.897, Loss: 0.087 Epoch 3 Batch 813/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.906, Loss: 0.077 Epoch 3 Batch 814/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.913, Loss: 0.108 Epoch 3 Batch 815/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.913, Loss: 0.132 Epoch 3 Batch 816/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.904, Loss: 0.109 Epoch 3 Batch 817/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.905, Loss: 0.135 Epoch 3 Batch 818/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.906, Loss: 0.089 Epoch 3 Batch 819/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.926, Loss: 0.121 Epoch 3 Batch 820/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.935, Loss: 0.116 Epoch 3 Batch 821/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.925, Loss: 0.144 Epoch 3 Batch 822/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.923, Loss: 0.103 Epoch 3 Batch 823/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.102 Epoch 3 Batch 824/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.887, Loss: 0.114 Epoch 3 Batch 825/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.900, Loss: 0.110 Epoch 3 Batch 826/2154 - Train Accuracy: 0.875, Validation Accuracy: 0.914, Loss: 0.094 Epoch 3 Batch 827/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.920, Loss: 0.073 Epoch 3 Batch 828/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.918, Loss: 0.105 Epoch 3 Batch 829/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.927, Loss: 0.079 Epoch 3 Batch 830/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.916, Loss: 0.147 Epoch 3 Batch 831/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.906, Loss: 0.141 Epoch 3 Batch 832/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.900, Loss: 0.090 Epoch 3 Batch 833/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.901, Loss: 0.112 Epoch 3 Batch 834/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.883, Loss: 0.104 Epoch 3 Batch 835/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.880, Loss: 0.163 Epoch 3 Batch 836/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.879, Loss: 0.163 Epoch 3 Batch 837/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.871, Loss: 0.107 Epoch 3 Batch 838/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.883, Loss: 0.083 Epoch 3 Batch 839/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.888, Loss: 0.087 Epoch 3 Batch 840/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.897, Loss: 0.126 Epoch 3 Batch 841/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.903, Loss: 0.091 Epoch 3 Batch 842/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.903, Loss: 0.083 Epoch 3 Batch 843/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.908, Loss: 0.132 Epoch 3 Batch 844/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.910, Loss: 0.105 Epoch 3 Batch 845/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.910, Loss: 0.120 Epoch 3 Batch 846/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.913, Loss: 0.092 Epoch 3 Batch 847/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.913, Loss: 0.096 Epoch 3 Batch 848/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.905, Loss: 0.141 Epoch 3 Batch 849/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.905, Loss: 0.123 Epoch 3 Batch 850/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.907, Loss: 0.078 Epoch 3 Batch 851/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.906, Loss: 0.088 Epoch 3 Batch 852/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.916, Loss: 0.098 Epoch 3 Batch 853/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.915, Loss: 0.122 Epoch 3 Batch 854/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.913, Loss: 0.129 Epoch 3 Batch 855/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.906, Loss: 0.125 Epoch 3 Batch 856/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.906, Loss: 0.087 Epoch 3 Batch 857/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.913, Loss: 0.092 Epoch 3 Batch 858/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.914, Loss: 0.089 Epoch 3 Batch 859/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.915, Loss: 0.083 Epoch 3 Batch 860/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.906, Loss: 0.103 Epoch 3 Batch 861/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.907, Loss: 0.096 Epoch 3 Batch 862/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.889, Loss: 0.090 Epoch 3 Batch 863/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.891, Loss: 0.071 Epoch 3 Batch 864/2154 - Train Accuracy: 0.854, Validation Accuracy: 0.889, Loss: 0.098 Epoch 3 Batch 865/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.889, Loss: 0.107 Epoch 3 Batch 866/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.888, Loss: 0.112 Epoch 3 Batch 867/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.894, Loss: 0.135 Epoch 3 Batch 868/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.889, Loss: 0.100 Epoch 3 Batch 869/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.898, Loss: 0.104 Epoch 3 Batch 870/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.901, Loss: 0.109 Epoch 3 Batch 871/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.901, Loss: 0.114 Epoch 3 Batch 872/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.893, Loss: 0.100 Epoch 3 Batch 873/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.894, Loss: 0.094 Epoch 3 Batch 874/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.893, Loss: 0.111 Epoch 3 Batch 875/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.894, Loss: 0.108 Epoch 3 Batch 876/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.893, Loss: 0.092 Epoch 3 Batch 877/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.893, Loss: 0.096 Epoch 3 Batch 878/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.882, Loss: 0.106 Epoch 3 Batch 879/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.884, Loss: 0.115 Epoch 3 Batch 880/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.886, Loss: 0.134 Epoch 3 Batch 881/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.903, Loss: 0.115 Epoch 3 Batch 882/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.905, Loss: 0.136 Epoch 3 Batch 883/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.901, Loss: 0.104 Epoch 3 Batch 884/2154 - Train Accuracy: 0.850, Validation Accuracy: 0.893, Loss: 0.098 Epoch 3 Batch 885/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.884, Loss: 0.117 Epoch 3 Batch 886/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.884, Loss: 0.084 Epoch 3 Batch 887/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.884, Loss: 0.079 Epoch 3 Batch 888/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.884, Loss: 0.125 Epoch 3 Batch 889/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.873, Loss: 0.101 Epoch 3 Batch 890/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.876, Loss: 0.112 Epoch 3 Batch 891/2154 - Train Accuracy: 0.815, Validation Accuracy: 0.876, Loss: 0.139 Epoch 3 Batch 892/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.876, Loss: 0.075 Epoch 3 Batch 893/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.885, Loss: 0.089 Epoch 3 Batch 894/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.884, Loss: 0.096 Epoch 3 Batch 895/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.883, Loss: 0.096 Epoch 3 Batch 896/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.883, Loss: 0.089 Epoch 3 Batch 897/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.885, Loss: 0.131 Epoch 3 Batch 898/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.893, Loss: 0.139 Epoch 3 Batch 899/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.901, Loss: 0.108 Epoch 3 Batch 900/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.902, Loss: 0.123 Epoch 3 Batch 901/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.891, Loss: 0.096 Epoch 3 Batch 902/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.892, Loss: 0.112 Epoch 3 Batch 903/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.892, Loss: 0.095 Epoch 3 Batch 904/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.893, Loss: 0.117 Epoch 3 Batch 905/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.903, Loss: 0.100 Epoch 3 Batch 906/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.913, Loss: 0.120 Epoch 3 Batch 907/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.913, Loss: 0.102 Epoch 3 Batch 908/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.904, Loss: 0.112 Epoch 3 Batch 909/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.904, Loss: 0.107 Epoch 3 Batch 910/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.894, Loss: 0.123 Epoch 3 Batch 911/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.898, Loss: 0.116 Epoch 3 Batch 912/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.898, Loss: 0.140 Epoch 3 Batch 913/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.898, Loss: 0.107 Epoch 3 Batch 914/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.906, Loss: 0.106 Epoch 3 Batch 915/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.906, Loss: 0.078 Epoch 3 Batch 916/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.915, Loss: 0.101 Epoch 3 Batch 917/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.902, Loss: 0.102 Epoch 3 Batch 918/2154 - Train Accuracy: 0.855, Validation Accuracy: 0.901, Loss: 0.145 Epoch 3 Batch 919/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.901, Loss: 0.121 Epoch 3 Batch 920/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.906, Loss: 0.083 Epoch 3 Batch 921/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.888, Loss: 0.093 Epoch 3 Batch 922/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.879, Loss: 0.142 Epoch 3 Batch 923/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.886, Loss: 0.114 Epoch 3 Batch 924/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.896, Loss: 0.091 Epoch 3 Batch 925/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.896, Loss: 0.097 Epoch 3 Batch 926/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.904, Loss: 0.134 Epoch 3 Batch 927/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.886, Loss: 0.096 Epoch 3 Batch 928/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.880, Loss: 0.096 Epoch 3 Batch 929/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.871, Loss: 0.078 Epoch 3 Batch 930/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.870, Loss: 0.105 Epoch 3 Batch 931/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.874, Loss: 0.104 Epoch 3 Batch 932/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.893, Loss: 0.115 Epoch 3 Batch 933/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.900, Loss: 0.096 Epoch 3 Batch 934/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.899, Loss: 0.085 Epoch 3 Batch 935/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.906, Loss: 0.147 Epoch 3 Batch 936/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.907, Loss: 0.129 Epoch 3 Batch 937/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.901, Loss: 0.076 Epoch 3 Batch 938/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.883, Loss: 0.132 Epoch 3 Batch 939/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.892, Loss: 0.086 Epoch 3 Batch 940/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.891, Loss: 0.106 Epoch 3 Batch 941/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.890, Loss: 0.120 Epoch 3 Batch 942/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.891, Loss: 0.101 Epoch 3 Batch 943/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.901, Loss: 0.093 Epoch 3 Batch 944/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.910, Loss: 0.087 Epoch 3 Batch 945/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.911, Loss: 0.092 Epoch 3 Batch 946/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.911, Loss: 0.116 Epoch 3 Batch 947/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.899, Loss: 0.134 Epoch 3 Batch 948/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.902, Loss: 0.131 Epoch 3 Batch 949/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.893, Loss: 0.106 Epoch 3 Batch 950/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.901, Loss: 0.111 Epoch 3 Batch 951/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.891, Loss: 0.100 Epoch 3 Batch 952/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.893, Loss: 0.099 Epoch 3 Batch 953/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.096 Epoch 3 Batch 954/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.915, Loss: 0.090 Epoch 3 Batch 955/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.898, Loss: 0.120 Epoch 3 Batch 956/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.898, Loss: 0.108 Epoch 3 Batch 957/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.888, Loss: 0.123 Epoch 3 Batch 958/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.887, Loss: 0.070 Epoch 3 Batch 959/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.887, Loss: 0.109 Epoch 3 Batch 960/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.877, Loss: 0.119 Epoch 3 Batch 961/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.876, Loss: 0.105 Epoch 3 Batch 962/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.890, Loss: 0.105 Epoch 3 Batch 963/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.878, Loss: 0.085 Epoch 3 Batch 964/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.878, Loss: 0.104 Epoch 3 Batch 965/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.878, Loss: 0.127 Epoch 3 Batch 966/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.879, Loss: 0.087 Epoch 3 Batch 967/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.897, Loss: 0.094 Epoch 3 Batch 968/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.896, Loss: 0.091 Epoch 3 Batch 969/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.896, Loss: 0.094 Epoch 3 Batch 970/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.903, Loss: 0.139 Epoch 3 Batch 971/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.891, Loss: 0.101 Epoch 3 Batch 972/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.893, Loss: 0.121 Epoch 3 Batch 973/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.886, Loss: 0.098 Epoch 3 Batch 974/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.895, Loss: 0.104 Epoch 3 Batch 975/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.902, Loss: 0.112 Epoch 3 Batch 976/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.901, Loss: 0.116 Epoch 3 Batch 977/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.901, Loss: 0.092 Epoch 3 Batch 978/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.901, Loss: 0.097 Epoch 3 Batch 979/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.902, Loss: 0.087 Epoch 3 Batch 980/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.898, Loss: 0.085 Epoch 3 Batch 981/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.901, Loss: 0.103 Epoch 3 Batch 982/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.902, Loss: 0.108 Epoch 3 Batch 983/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.910, Loss: 0.111 Epoch 3 Batch 984/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.909, Loss: 0.103 Epoch 3 Batch 985/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.908, Loss: 0.114 Epoch 3 Batch 986/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.918, Loss: 0.102 Epoch 3 Batch 987/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.902, Loss: 0.086 Epoch 3 Batch 988/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.893, Loss: 0.072 Epoch 3 Batch 989/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.871, Loss: 0.085 Epoch 3 Batch 990/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.871, Loss: 0.095 Epoch 3 Batch 991/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.865, Loss: 0.089 Epoch 3 Batch 992/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.876, Loss: 0.086 Epoch 3 Batch 993/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.898, Loss: 0.093 Epoch 3 Batch 994/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.888, Loss: 0.123 Epoch 3 Batch 995/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.888, Loss: 0.086 Epoch 3 Batch 996/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.889, Loss: 0.135 Epoch 3 Batch 997/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.897, Loss: 0.089 Epoch 3 Batch 998/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.897, Loss: 0.121 Epoch 3 Batch 999/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.905, Loss: 0.105 Epoch 3 Batch 1000/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.905, Loss: 0.086 Epoch 3 Batch 1001/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.915, Loss: 0.083 Epoch 3 Batch 1002/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.915, Loss: 0.092 Epoch 3 Batch 1003/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.915, Loss: 0.082 Epoch 3 Batch 1004/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.909, Loss: 0.083 Epoch 3 Batch 1005/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.909, Loss: 0.080 Epoch 3 Batch 1006/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.918, Loss: 0.110 Epoch 3 Batch 1007/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.093 Epoch 3 Batch 1008/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.915, Loss: 0.089 Epoch 3 Batch 1009/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.915, Loss: 0.112 Epoch 3 Batch 1010/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.914, Loss: 0.091 Epoch 3 Batch 1011/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.906, Loss: 0.090 Epoch 3 Batch 1012/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.906, Loss: 0.080 Epoch 3 Batch 1013/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.909, Loss: 0.098 Epoch 3 Batch 1014/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.909, Loss: 0.107 Epoch 3 Batch 1015/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.906, Loss: 0.093 Epoch 3 Batch 1016/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.906, Loss: 0.101 Epoch 3 Batch 1017/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.906, Loss: 0.088 Epoch 3 Batch 1018/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.895, Loss: 0.087 Epoch 3 Batch 1019/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.896, Loss: 0.110 Epoch 3 Batch 1020/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.906, Loss: 0.107 Epoch 3 Batch 1021/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.906, Loss: 0.114 Epoch 3 Batch 1022/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.897, Loss: 0.074 Epoch 3 Batch 1023/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.896, Loss: 0.100 Epoch 3 Batch 1024/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.896, Loss: 0.106 Epoch 3 Batch 1025/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.896, Loss: 0.073 Epoch 3 Batch 1026/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.896, Loss: 0.120 Epoch 3 Batch 1027/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.886, Loss: 0.087 Epoch 3 Batch 1028/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.886, Loss: 0.112 Epoch 3 Batch 1029/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.893, Loss: 0.092 Epoch 3 Batch 1030/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.888, Loss: 0.108 Epoch 3 Batch 1031/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.881, Loss: 0.107 Epoch 3 Batch 1032/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.881, Loss: 0.089 Epoch 3 Batch 1033/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.890, Loss: 0.088 Epoch 3 Batch 1034/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.881, Loss: 0.107 Epoch 3 Batch 1035/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.880, Loss: 0.080 Epoch 3 Batch 1036/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.888, Loss: 0.098 Epoch 3 Batch 1037/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.896, Loss: 0.097 Epoch 3 Batch 1038/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.887, Loss: 0.086 Epoch 3 Batch 1039/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.879, Loss: 0.128 Epoch 3 Batch 1040/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.879, Loss: 0.082 Epoch 3 Batch 1041/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.871, Loss: 0.099 Epoch 3 Batch 1042/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.871, Loss: 0.086 Epoch 3 Batch 1043/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.874, Loss: 0.082 Epoch 3 Batch 1044/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.874, Loss: 0.124 Epoch 3 Batch 1045/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.879, Loss: 0.129 Epoch 3 Batch 1046/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.879, Loss: 0.106 Epoch 3 Batch 1047/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.897, Loss: 0.104 Epoch 3 Batch 1048/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.906, Loss: 0.095 Epoch 3 Batch 1049/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.901, Loss: 0.074 Epoch 3 Batch 1050/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.910, Loss: 0.123 Epoch 3 Batch 1051/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.912, Loss: 0.096 Epoch 3 Batch 1052/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.917, Loss: 0.116 Epoch 3 Batch 1053/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.914, Loss: 0.087 Epoch 3 Batch 1054/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.916, Loss: 0.096 Epoch 3 Batch 1055/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.916, Loss: 0.084 Epoch 3 Batch 1056/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.908, Loss: 0.115 Epoch 3 Batch 1057/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.908, Loss: 0.106 Epoch 3 Batch 1058/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.918, Loss: 0.100 Epoch 3 Batch 1059/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.918, Loss: 0.081 Epoch 3 Batch 1060/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.918, Loss: 0.110 Epoch 3 Batch 1061/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.906, Loss: 0.111 Epoch 3 Batch 1062/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.903, Loss: 0.096 Epoch 3 Batch 1063/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.903, Loss: 0.093 Epoch 3 Batch 1064/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.903, Loss: 0.078 Epoch 3 Batch 1065/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.915, Loss: 0.111 Epoch 3 Batch 1066/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.913, Loss: 0.129 Epoch 3 Batch 1067/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.925, Loss: 0.105 Epoch 3 Batch 1068/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.924, Loss: 0.112 Epoch 3 Batch 1069/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.925, Loss: 0.116 Epoch 3 Batch 1070/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.111 Epoch 3 Batch 1071/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.100 Epoch 3 Batch 1072/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.942, Loss: 0.105 Epoch 3 Batch 1073/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.940, Loss: 0.100 Epoch 3 Batch 1074/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.948, Loss: 0.093 Epoch 3 Batch 1075/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.949, Loss: 0.085 Epoch 3 Batch 1076/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.945, Loss: 0.109 Epoch 3 Batch 1077/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.068 Epoch 3 Batch 1078/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.094 Epoch 3 Batch 1079/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.128 Epoch 3 Batch 1080/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.915, Loss: 0.110 Epoch 3 Batch 1081/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.909, Loss: 0.074 Epoch 3 Batch 1082/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.926, Loss: 0.101 Epoch 3 Batch 1083/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.914, Loss: 0.088 Epoch 3 Batch 1084/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.923, Loss: 0.093 Epoch 3 Batch 1085/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.924, Loss: 0.079 Epoch 3 Batch 1086/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.906, Loss: 0.096 Epoch 3 Batch 1087/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.905, Loss: 0.106 Epoch 3 Batch 1088/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.896, Loss: 0.069 Epoch 3 Batch 1089/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.885, Loss: 0.072 Epoch 3 Batch 1090/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.893, Loss: 0.098 Epoch 3 Batch 1091/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.902, Loss: 0.120 Epoch 3 Batch 1092/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.915, Loss: 0.113 Epoch 3 Batch 1093/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.911, Loss: 0.114 Epoch 3 Batch 1094/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.920, Loss: 0.104 Epoch 3 Batch 1095/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.909, Loss: 0.084 Epoch 3 Batch 1096/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.909, Loss: 0.103 Epoch 3 Batch 1097/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.917, Loss: 0.118 Epoch 3 Batch 1098/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.917, Loss: 0.090 Epoch 3 Batch 1099/2154 - Train Accuracy: 0.845, Validation Accuracy: 0.907, Loss: 0.114 Epoch 3 Batch 1100/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.908, Loss: 0.121 Epoch 3 Batch 1101/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.908, Loss: 0.088 Epoch 3 Batch 1102/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.899, Loss: 0.087 Epoch 3 Batch 1103/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.899, Loss: 0.097 Epoch 3 Batch 1104/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.903, Loss: 0.107 Epoch 3 Batch 1105/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.903, Loss: 0.095 Epoch 3 Batch 1106/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.894, Loss: 0.114 Epoch 3 Batch 1107/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.894, Loss: 0.096 Epoch 3 Batch 1108/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.894, Loss: 0.117 Epoch 3 Batch 1109/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.903, Loss: 0.077 Epoch 3 Batch 1110/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.893, Loss: 0.116 Epoch 3 Batch 1111/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.893, Loss: 0.114 Epoch 3 Batch 1112/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.893, Loss: 0.068 Epoch 3 Batch 1113/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.893, Loss: 0.078 Epoch 3 Batch 1114/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.892, Loss: 0.092 Epoch 3 Batch 1115/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.893, Loss: 0.082 Epoch 3 Batch 1116/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.893, Loss: 0.088 Epoch 3 Batch 1117/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.893, Loss: 0.093 Epoch 3 Batch 1118/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.893, Loss: 0.090 Epoch 3 Batch 1119/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.884, Loss: 0.105 Epoch 3 Batch 1120/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.876, Loss: 0.087 Epoch 3 Batch 1121/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.876, Loss: 0.105 Epoch 3 Batch 1122/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.868, Loss: 0.085 Epoch 3 Batch 1123/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.868, Loss: 0.077 Epoch 3 Batch 1124/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.868, Loss: 0.092 Epoch 3 Batch 1125/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.886, Loss: 0.068 Epoch 3 Batch 1126/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.896, Loss: 0.106 Epoch 3 Batch 1127/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.896, Loss: 0.108 Epoch 3 Batch 1128/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.903, Loss: 0.099 Epoch 3 Batch 1129/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.903, Loss: 0.106 Epoch 3 Batch 1130/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.898, Loss: 0.105 Epoch 3 Batch 1131/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.893, Loss: 0.114 Epoch 3 Batch 1132/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.900, Loss: 0.102 Epoch 3 Batch 1133/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.892, Loss: 0.119 Epoch 3 Batch 1134/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.886, Loss: 0.092 Epoch 3 Batch 1135/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.896, Loss: 0.079 Epoch 3 Batch 1136/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.896, Loss: 0.104 Epoch 3 Batch 1137/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.907, Loss: 0.099 Epoch 3 Batch 1138/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.908, Loss: 0.114 Epoch 3 Batch 1139/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.897, Loss: 0.090 Epoch 3 Batch 1140/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.886, Loss: 0.115 Epoch 3 Batch 1141/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.886, Loss: 0.097 Epoch 3 Batch 1142/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.895, Loss: 0.124 Epoch 3 Batch 1143/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.906, Loss: 0.095 Epoch 3 Batch 1144/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.919, Loss: 0.067 Epoch 3 Batch 1145/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.918, Loss: 0.093 Epoch 3 Batch 1146/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.915, Loss: 0.083 Epoch 3 Batch 1147/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.918, Loss: 0.095 Epoch 3 Batch 1148/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.909, Loss: 0.115 Epoch 3 Batch 1149/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.898, Loss: 0.123 Epoch 3 Batch 1150/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.898, Loss: 0.078 Epoch 3 Batch 1151/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.897, Loss: 0.088 Epoch 3 Batch 1152/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.896, Loss: 0.076 Epoch 3 Batch 1153/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.897, Loss: 0.091 Epoch 3 Batch 1154/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.906, Loss: 0.087 Epoch 3 Batch 1155/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.098 Epoch 3 Batch 1156/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.906, Loss: 0.094 Epoch 3 Batch 1157/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.906, Loss: 0.100 Epoch 3 Batch 1158/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.906, Loss: 0.101 Epoch 3 Batch 1159/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.906, Loss: 0.083 Epoch 3 Batch 1160/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.906, Loss: 0.079 Epoch 3 Batch 1161/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.909, Loss: 0.068 Epoch 3 Batch 1162/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.894, Loss: 0.079 Epoch 3 Batch 1163/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.904, Loss: 0.072 Epoch 3 Batch 1164/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.904, Loss: 0.075 Epoch 3 Batch 1165/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.904, Loss: 0.090 Epoch 3 Batch 1166/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.905, Loss: 0.070 Epoch 3 Batch 1167/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.896, Loss: 0.116 Epoch 3 Batch 1168/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.911, Loss: 0.089 Epoch 3 Batch 1169/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.911, Loss: 0.115 Epoch 3 Batch 1170/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.922, Loss: 0.074 Epoch 3 Batch 1171/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.922, Loss: 0.073 Epoch 3 Batch 1172/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.086 Epoch 3 Batch 1173/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.918, Loss: 0.089 Epoch 3 Batch 1174/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.918, Loss: 0.082 Epoch 3 Batch 1175/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.927, Loss: 0.121 Epoch 3 Batch 1176/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.914, Loss: 0.087 Epoch 3 Batch 1177/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.914, Loss: 0.078 Epoch 3 Batch 1178/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.914, Loss: 0.084 Epoch 3 Batch 1179/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.914, Loss: 0.084 Epoch 3 Batch 1180/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.914, Loss: 0.099 Epoch 3 Batch 1181/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.906, Loss: 0.125 Epoch 3 Batch 1182/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.905, Loss: 0.093 Epoch 3 Batch 1183/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.893, Loss: 0.089 Epoch 3 Batch 1184/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.892, Loss: 0.134 Epoch 3 Batch 1185/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.893, Loss: 0.096 Epoch 3 Batch 1186/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.893, Loss: 0.110 Epoch 3 Batch 1187/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.881, Loss: 0.115 Epoch 3 Batch 1188/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.872, Loss: 0.104 Epoch 3 Batch 1189/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.880, Loss: 0.103 Epoch 3 Batch 1190/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.891, Loss: 0.111 Epoch 3 Batch 1191/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.899, Loss: 0.077 Epoch 3 Batch 1192/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.881, Loss: 0.098 Epoch 3 Batch 1193/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.881, Loss: 0.086 Epoch 3 Batch 1194/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.880, Loss: 0.094 Epoch 3 Batch 1195/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.880, Loss: 0.080 Epoch 3 Batch 1196/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.881, Loss: 0.098 Epoch 3 Batch 1197/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.886, Loss: 0.105 Epoch 3 Batch 1198/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.898, Loss: 0.096 Epoch 3 Batch 1199/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.898, Loss: 0.116 Epoch 3 Batch 1200/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.897, Loss: 0.153 Epoch 3 Batch 1201/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.896, Loss: 0.079 Epoch 3 Batch 1202/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.897, Loss: 0.117 Epoch 3 Batch 1203/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.898, Loss: 0.078 Epoch 3 Batch 1204/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.897, Loss: 0.118 Epoch 3 Batch 1205/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.897, Loss: 0.112 Epoch 3 Batch 1206/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.906, Loss: 0.086 Epoch 3 Batch 1207/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.884, Loss: 0.101 Epoch 3 Batch 1208/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.892, Loss: 0.099 Epoch 3 Batch 1209/2154 - Train Accuracy: 0.835, Validation Accuracy: 0.883, Loss: 0.130 Epoch 3 Batch 1210/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.882, Loss: 0.088 Epoch 3 Batch 1211/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.884, Loss: 0.094 Epoch 3 Batch 1212/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.893, Loss: 0.149 Epoch 3 Batch 1213/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.902, Loss: 0.094 Epoch 3 Batch 1214/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.920, Loss: 0.070 Epoch 3 Batch 1215/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.911, Loss: 0.087 Epoch 3 Batch 1216/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.903, Loss: 0.101 Epoch 3 Batch 1217/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.891, Loss: 0.096 Epoch 3 Batch 1218/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.886, Loss: 0.132 Epoch 3 Batch 1219/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.879, Loss: 0.103 Epoch 3 Batch 1220/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.877, Loss: 0.099 Epoch 3 Batch 1221/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.888, Loss: 0.121 Epoch 3 Batch 1222/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.890, Loss: 0.104 Epoch 3 Batch 1223/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.896, Loss: 0.093 Epoch 3 Batch 1224/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.923, Loss: 0.092 Epoch 3 Batch 1225/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.915, Loss: 0.071 Epoch 3 Batch 1226/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.908, Loss: 0.087 Epoch 3 Batch 1227/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.908, Loss: 0.150 Epoch 3 Batch 1228/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.907, Loss: 0.075 Epoch 3 Batch 1229/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.898, Loss: 0.100 Epoch 3 Batch 1230/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.911, Loss: 0.089 Epoch 3 Batch 1231/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.902, Loss: 0.071 Epoch 3 Batch 1232/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.108 Epoch 3 Batch 1233/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.917, Loss: 0.099 Epoch 3 Batch 1234/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.096 Epoch 3 Batch 1235/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.092 Epoch 3 Batch 1236/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.086 Epoch 3 Batch 1237/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.104 Epoch 3 Batch 1238/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.084 Epoch 3 Batch 1239/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.076 Epoch 3 Batch 1240/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.931, Loss: 0.095 Epoch 3 Batch 1241/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.068 Epoch 3 Batch 1242/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.087 Epoch 3 Batch 1243/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.918, Loss: 0.084 Epoch 3 Batch 1244/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.909, Loss: 0.098 Epoch 3 Batch 1245/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.901, Loss: 0.119 Epoch 3 Batch 1246/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.890, Loss: 0.098 Epoch 3 Batch 1247/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.881, Loss: 0.107 Epoch 3 Batch 1248/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.881, Loss: 0.082 Epoch 3 Batch 1249/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.890, Loss: 0.114 Epoch 3 Batch 1250/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.889, Loss: 0.077 Epoch 3 Batch 1251/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.890, Loss: 0.076 Epoch 3 Batch 1252/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.881, Loss: 0.100 Epoch 3 Batch 1253/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.880, Loss: 0.081 Epoch 3 Batch 1254/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.891, Loss: 0.101 Epoch 3 Batch 1255/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.891, Loss: 0.127 Epoch 3 Batch 1256/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.901, Loss: 0.081 Epoch 3 Batch 1257/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.913, Loss: 0.098 Epoch 3 Batch 1258/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.912, Loss: 0.105 Epoch 3 Batch 1259/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.912, Loss: 0.090 Epoch 3 Batch 1260/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.912, Loss: 0.110 Epoch 3 Batch 1261/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.923, Loss: 0.092 Epoch 3 Batch 1262/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.070 Epoch 3 Batch 1263/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.110 Epoch 3 Batch 1264/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.925, Loss: 0.091 Epoch 3 Batch 1265/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.095 Epoch 3 Batch 1266/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.082 Epoch 3 Batch 1267/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.916, Loss: 0.107 Epoch 3 Batch 1268/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.917, Loss: 0.107 Epoch 3 Batch 1269/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.916, Loss: 0.077 Epoch 3 Batch 1270/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.913, Loss: 0.064 Epoch 3 Batch 1271/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.913, Loss: 0.092 Epoch 3 Batch 1272/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.913, Loss: 0.128 Epoch 3 Batch 1273/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.911, Loss: 0.102 Epoch 3 Batch 1274/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.908, Loss: 0.097 Epoch 3 Batch 1275/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.921, Loss: 0.135 Epoch 3 Batch 1276/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.923, Loss: 0.097 Epoch 3 Batch 1277/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.926, Loss: 0.092 Epoch 3 Batch 1278/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.131 Epoch 3 Batch 1279/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.915, Loss: 0.123 Epoch 3 Batch 1280/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.922, Loss: 0.143 Epoch 3 Batch 1281/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.918, Loss: 0.102 Epoch 3 Batch 1282/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.903, Loss: 0.092 Epoch 3 Batch 1283/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.905, Loss: 0.079 Epoch 3 Batch 1284/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.918, Loss: 0.107 Epoch 3 Batch 1285/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.942, Loss: 0.116 Epoch 3 Batch 1286/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.922, Loss: 0.093 Epoch 3 Batch 1287/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.921, Loss: 0.101 Epoch 3 Batch 1288/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.942, Loss: 0.088 Epoch 3 Batch 1289/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.915, Loss: 0.137 Epoch 3 Batch 1290/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.079 Epoch 3 Batch 1291/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.104 Epoch 3 Batch 1292/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.110 Epoch 3 Batch 1293/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.088 Epoch 3 Batch 1294/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.933, Loss: 0.121 Epoch 3 Batch 1295/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.934, Loss: 0.087 Epoch 3 Batch 1296/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.098 Epoch 3 Batch 1297/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.107 Epoch 3 Batch 1298/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.932, Loss: 0.057 Epoch 3 Batch 1299/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.094 Epoch 3 Batch 1300/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.934, Loss: 0.093 Epoch 3 Batch 1301/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.084 Epoch 3 Batch 1302/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.919, Loss: 0.100 Epoch 3 Batch 1303/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.910, Loss: 0.103 Epoch 3 Batch 1304/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.922, Loss: 0.074 Epoch 3 Batch 1305/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.921, Loss: 0.090 Epoch 3 Batch 1306/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.917, Loss: 0.097 Epoch 3 Batch 1307/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.918, Loss: 0.094 Epoch 3 Batch 1308/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.106 Epoch 3 Batch 1309/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.070 Epoch 3 Batch 1310/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.918, Loss: 0.104 Epoch 3 Batch 1311/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.919, Loss: 0.095 Epoch 3 Batch 1312/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.918, Loss: 0.104 Epoch 3 Batch 1313/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.918, Loss: 0.089 Epoch 3 Batch 1314/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.109 Epoch 3 Batch 1315/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.104 Epoch 3 Batch 1316/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.079 Epoch 3 Batch 1317/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.945, Loss: 0.085 Epoch 3 Batch 1318/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.953, Loss: 0.075 Epoch 3 Batch 1319/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.963, Loss: 0.151 Epoch 3 Batch 1320/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.068 Epoch 3 Batch 1321/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.935, Loss: 0.097 Epoch 3 Batch 1322/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.935, Loss: 0.084 Epoch 3 Batch 1323/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.082 Epoch 3 Batch 1324/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.094 Epoch 3 Batch 1325/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.067 Epoch 3 Batch 1326/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.924, Loss: 0.106 Epoch 3 Batch 1327/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.076 Epoch 3 Batch 1328/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.911, Loss: 0.075 Epoch 3 Batch 1329/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.911, Loss: 0.090 Epoch 3 Batch 1330/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.914, Loss: 0.076 Epoch 3 Batch 1331/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.913, Loss: 0.080 Epoch 3 Batch 1332/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.913, Loss: 0.095 Epoch 3 Batch 1333/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.905, Loss: 0.078 Epoch 3 Batch 1334/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.903, Loss: 0.114 Epoch 3 Batch 1335/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.913, Loss: 0.127 Epoch 3 Batch 1336/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.912, Loss: 0.086 Epoch 3 Batch 1337/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.911, Loss: 0.094 Epoch 3 Batch 1338/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.911, Loss: 0.093 Epoch 3 Batch 1339/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.922, Loss: 0.074 Epoch 3 Batch 1340/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.923, Loss: 0.101 Epoch 3 Batch 1341/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.915, Loss: 0.109 Epoch 3 Batch 1342/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.126 Epoch 3 Batch 1343/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.906, Loss: 0.101 Epoch 3 Batch 1344/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.905, Loss: 0.074 Epoch 3 Batch 1345/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.914, Loss: 0.104 Epoch 3 Batch 1346/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.081 Epoch 3 Batch 1347/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.915, Loss: 0.091 Epoch 3 Batch 1348/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.925, Loss: 0.090 Epoch 3 Batch 1349/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.925, Loss: 0.108 Epoch 3 Batch 1350/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.082 Epoch 3 Batch 1351/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.105 Epoch 3 Batch 1352/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.924, Loss: 0.107 Epoch 3 Batch 1353/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.091 Epoch 3 Batch 1354/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.924, Loss: 0.073 Epoch 3 Batch 1355/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.923, Loss: 0.126 Epoch 3 Batch 1356/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.923, Loss: 0.117 Epoch 3 Batch 1357/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.923, Loss: 0.092 Epoch 3 Batch 1358/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.082 Epoch 3 Batch 1359/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.918, Loss: 0.093 Epoch 3 Batch 1360/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.935, Loss: 0.089 Epoch 3 Batch 1361/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.952, Loss: 0.091 Epoch 3 Batch 1362/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.950, Loss: 0.065 Epoch 3 Batch 1363/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.950, Loss: 0.074 Epoch 3 Batch 1364/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.088 Epoch 3 Batch 1365/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.928, Loss: 0.093 Epoch 3 Batch 1366/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.918, Loss: 0.080 Epoch 3 Batch 1367/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.918, Loss: 0.101 Epoch 3 Batch 1368/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.909, Loss: 0.066 Epoch 3 Batch 1369/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.909, Loss: 0.075 Epoch 3 Batch 1370/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.918, Loss: 0.072 Epoch 3 Batch 1371/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.926, Loss: 0.115 Epoch 3 Batch 1372/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.926, Loss: 0.080 Epoch 3 Batch 1373/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.921, Loss: 0.084 Epoch 3 Batch 1374/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.105 Epoch 3 Batch 1375/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.908, Loss: 0.111 Epoch 3 Batch 1376/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.908, Loss: 0.092 Epoch 3 Batch 1377/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.908, Loss: 0.084 Epoch 3 Batch 1378/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.917, Loss: 0.086 Epoch 3 Batch 1379/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.075 Epoch 3 Batch 1380/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.074 Epoch 3 Batch 1381/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.085 Epoch 3 Batch 1382/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.932, Loss: 0.097 Epoch 3 Batch 1383/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.923, Loss: 0.102 Epoch 3 Batch 1384/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.935, Loss: 0.115 Epoch 3 Batch 1385/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.935, Loss: 0.079 Epoch 3 Batch 1386/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.075 Epoch 3 Batch 1387/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.907, Loss: 0.109 Epoch 3 Batch 1388/2154 - Train Accuracy: 0.858, Validation Accuracy: 0.895, Loss: 0.147 Epoch 3 Batch 1389/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.886, Loss: 0.103 Epoch 3 Batch 1390/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.885, Loss: 0.083 Epoch 3 Batch 1391/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.885, Loss: 0.092 Epoch 3 Batch 1392/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.889, Loss: 0.070 Epoch 3 Batch 1393/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.889, Loss: 0.076 Epoch 3 Batch 1394/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.881, Loss: 0.125 Epoch 3 Batch 1395/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.884, Loss: 0.097 Epoch 3 Batch 1396/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.896, Loss: 0.067 Epoch 3 Batch 1397/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.895, Loss: 0.101 Epoch 3 Batch 1398/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.913, Loss: 0.059 Epoch 3 Batch 1399/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.905, Loss: 0.083 Epoch 3 Batch 1400/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.916, Loss: 0.077 Epoch 3 Batch 1401/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.916, Loss: 0.080 Epoch 3 Batch 1402/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.923, Loss: 0.091 Epoch 3 Batch 1403/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.072 Epoch 3 Batch 1404/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.119 Epoch 3 Batch 1405/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.102 Epoch 3 Batch 1406/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.923, Loss: 0.085 Epoch 3 Batch 1407/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.911, Loss: 0.076 Epoch 3 Batch 1408/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.911, Loss: 0.124 Epoch 3 Batch 1409/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.911, Loss: 0.110 Epoch 3 Batch 1410/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.922, Loss: 0.103 Epoch 3 Batch 1411/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.922, Loss: 0.126 Epoch 3 Batch 1412/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.091 Epoch 3 Batch 1413/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.925, Loss: 0.110 Epoch 3 Batch 1414/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.932, Loss: 0.169 Epoch 3 Batch 1415/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.906, Loss: 0.096 Epoch 3 Batch 1416/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.905, Loss: 0.114 Epoch 3 Batch 1417/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.905, Loss: 0.107 Epoch 3 Batch 1418/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.902, Loss: 0.113 Epoch 3 Batch 1419/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.893, Loss: 0.131 Epoch 3 Batch 1420/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.893, Loss: 0.102 Epoch 3 Batch 1421/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.893, Loss: 0.083 Epoch 3 Batch 1422/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.879, Loss: 0.081 Epoch 3 Batch 1423/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.880, Loss: 0.104 Epoch 3 Batch 1424/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.889, Loss: 0.108 Epoch 3 Batch 1425/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.889, Loss: 0.060 Epoch 3 Batch 1426/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.891, Loss: 0.091 Epoch 3 Batch 1427/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.881, Loss: 0.061 Epoch 3 Batch 1428/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.890, Loss: 0.083 Epoch 3 Batch 1429/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.891, Loss: 0.074 Epoch 3 Batch 1430/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.891, Loss: 0.089 Epoch 3 Batch 1431/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.893, Loss: 0.104 Epoch 3 Batch 1432/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.893, Loss: 0.079 Epoch 3 Batch 1433/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.884, Loss: 0.085 Epoch 3 Batch 1434/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.885, Loss: 0.076 Epoch 3 Batch 1435/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.897, Loss: 0.079 Epoch 3 Batch 1436/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.906, Loss: 0.077 Epoch 3 Batch 1437/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.917, Loss: 0.086 Epoch 3 Batch 1438/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.925, Loss: 0.097 Epoch 3 Batch 1439/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.925, Loss: 0.078 Epoch 3 Batch 1440/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.115 Epoch 3 Batch 1441/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.926, Loss: 0.115 Epoch 3 Batch 1442/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.912, Loss: 0.105 Epoch 3 Batch 1443/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.903, Loss: 0.102 Epoch 3 Batch 1444/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.914, Loss: 0.084 Epoch 3 Batch 1445/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.913, Loss: 0.105 Epoch 3 Batch 1446/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.913, Loss: 0.090 Epoch 3 Batch 1447/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.915, Loss: 0.091 Epoch 3 Batch 1448/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.915, Loss: 0.107 Epoch 3 Batch 1449/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.915, Loss: 0.103 Epoch 3 Batch 1450/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.103 Epoch 3 Batch 1451/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.080 Epoch 3 Batch 1452/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.079 Epoch 3 Batch 1453/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.928, Loss: 0.082 Epoch 3 Batch 1454/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.096 Epoch 3 Batch 1455/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.933, Loss: 0.104 Epoch 3 Batch 1456/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.933, Loss: 0.080 Epoch 3 Batch 1457/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.915, Loss: 0.087 Epoch 3 Batch 1458/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.915, Loss: 0.095 Epoch 3 Batch 1459/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.913, Loss: 0.099 Epoch 3 Batch 1460/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.912, Loss: 0.125 Epoch 3 Batch 1461/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.912, Loss: 0.101 Epoch 3 Batch 1462/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.911, Loss: 0.115 Epoch 3 Batch 1463/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.911, Loss: 0.079 Epoch 3 Batch 1464/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.911, Loss: 0.113 Epoch 3 Batch 1465/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.913, Loss: 0.079 Epoch 3 Batch 1466/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.912, Loss: 0.124 Epoch 3 Batch 1467/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.911, Loss: 0.118 Epoch 3 Batch 1468/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.912, Loss: 0.071 Epoch 3 Batch 1469/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.920, Loss: 0.113 Epoch 3 Batch 1470/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.918, Loss: 0.071 Epoch 3 Batch 1471/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.918, Loss: 0.092 Epoch 3 Batch 1472/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.922, Loss: 0.095 Epoch 3 Batch 1473/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.923, Loss: 0.061 Epoch 3 Batch 1474/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.921, Loss: 0.075 Epoch 3 Batch 1475/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.921, Loss: 0.110 Epoch 3 Batch 1476/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.912, Loss: 0.087 Epoch 3 Batch 1477/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.921, Loss: 0.057 Epoch 3 Batch 1478/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.923, Loss: 0.091 Epoch 3 Batch 1479/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.920, Loss: 0.078 Epoch 3 Batch 1480/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.912, Loss: 0.094 Epoch 3 Batch 1481/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.908, Loss: 0.066 Epoch 3 Batch 1482/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.907, Loss: 0.096 Epoch 3 Batch 1483/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.907, Loss: 0.126 Epoch 3 Batch 1484/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.906, Loss: 0.078 Epoch 3 Batch 1485/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.896, Loss: 0.081 Epoch 3 Batch 1486/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.893, Loss: 0.094 Epoch 3 Batch 1487/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.893, Loss: 0.113 Epoch 3 Batch 1488/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.893, Loss: 0.113 Epoch 3 Batch 1489/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.893, Loss: 0.086 Epoch 3 Batch 1490/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.893, Loss: 0.083 Epoch 3 Batch 1491/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.893, Loss: 0.108 Epoch 3 Batch 1492/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.893, Loss: 0.073 Epoch 3 Batch 1493/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.893, Loss: 0.071 Epoch 3 Batch 1494/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.903, Loss: 0.093 Epoch 3 Batch 1495/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.912, Loss: 0.066 Epoch 3 Batch 1496/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.913, Loss: 0.073 Epoch 3 Batch 1497/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.921, Loss: 0.067 Epoch 3 Batch 1498/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.084 Epoch 3 Batch 1499/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.915, Loss: 0.091 Epoch 3 Batch 1500/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.915, Loss: 0.087 Epoch 3 Batch 1501/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.921, Loss: 0.090 Epoch 3 Batch 1502/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.915, Loss: 0.086 Epoch 3 Batch 1503/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.914, Loss: 0.105 Epoch 3 Batch 1504/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.914, Loss: 0.055 Epoch 3 Batch 1505/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.909, Loss: 0.092 Epoch 3 Batch 1506/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.901, Loss: 0.090 Epoch 3 Batch 1507/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.901, Loss: 0.107 Epoch 3 Batch 1508/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.901, Loss: 0.067 Epoch 3 Batch 1509/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.892, Loss: 0.075 Epoch 3 Batch 1510/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.899, Loss: 0.106 Epoch 3 Batch 1511/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.893, Loss: 0.073 Epoch 3 Batch 1512/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.893, Loss: 0.093 Epoch 3 Batch 1513/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.902, Loss: 0.092 Epoch 3 Batch 1514/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.911, Loss: 0.049 Epoch 3 Batch 1515/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.902, Loss: 0.068 Epoch 3 Batch 1516/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.908, Loss: 0.097 Epoch 3 Batch 1517/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.906, Loss: 0.089 Epoch 3 Batch 1518/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.896, Loss: 0.063 Epoch 3 Batch 1519/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.896, Loss: 0.095 Epoch 3 Batch 1520/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.898, Loss: 0.062 Epoch 3 Batch 1521/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.907, Loss: 0.123 Epoch 3 Batch 1522/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.906, Loss: 0.053 Epoch 3 Batch 1523/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.906, Loss: 0.099 Epoch 3 Batch 1524/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.928, Loss: 0.085 Epoch 3 Batch 1525/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.913, Loss: 0.073 Epoch 3 Batch 1526/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.911, Loss: 0.061 Epoch 3 Batch 1527/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.919, Loss: 0.074 Epoch 3 Batch 1528/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.919, Loss: 0.089 Epoch 3 Batch 1529/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.915, Loss: 0.088 Epoch 3 Batch 1530/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.915, Loss: 0.089 Epoch 3 Batch 1531/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.915, Loss: 0.076 Epoch 3 Batch 1532/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.906, Loss: 0.107 Epoch 3 Batch 1533/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.906, Loss: 0.088 Epoch 3 Batch 1534/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.905, Loss: 0.095 Epoch 3 Batch 1535/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.915, Loss: 0.089 Epoch 3 Batch 1536/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.925, Loss: 0.119 Epoch 3 Batch 1537/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.919, Loss: 0.081 Epoch 3 Batch 1538/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.899, Loss: 0.087 Epoch 3 Batch 1539/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.899, Loss: 0.092 Epoch 3 Batch 1540/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.908, Loss: 0.089 Epoch 3 Batch 1541/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.908, Loss: 0.084 Epoch 3 Batch 1542/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.908, Loss: 0.106 Epoch 3 Batch 1543/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.898, Loss: 0.107 Epoch 3 Batch 1544/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.907, Loss: 0.078 Epoch 3 Batch 1545/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.907, Loss: 0.074 Epoch 3 Batch 1546/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.915, Loss: 0.079 Epoch 3 Batch 1547/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.907, Loss: 0.120 Epoch 3 Batch 1548/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.907, Loss: 0.071 Epoch 3 Batch 1549/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.908, Loss: 0.085 Epoch 3 Batch 1550/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.908, Loss: 0.100 Epoch 3 Batch 1551/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.908, Loss: 0.082 Epoch 3 Batch 1552/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.917, Loss: 0.083 Epoch 3 Batch 1553/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.914, Loss: 0.077 Epoch 3 Batch 1554/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.913, Loss: 0.068 Epoch 3 Batch 1555/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.913, Loss: 0.094 Epoch 3 Batch 1556/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.913, Loss: 0.101 Epoch 3 Batch 1557/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.914, Loss: 0.093 Epoch 3 Batch 1558/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.914, Loss: 0.089 Epoch 3 Batch 1559/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.112 Epoch 3 Batch 1560/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.924, Loss: 0.082 Epoch 3 Batch 1561/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.915, Loss: 0.115 Epoch 3 Batch 1562/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.903, Loss: 0.097 Epoch 3 Batch 1563/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.903, Loss: 0.079 Epoch 3 Batch 1564/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.904, Loss: 0.078 Epoch 3 Batch 1565/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.923, Loss: 0.100 Epoch 3 Batch 1566/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.925, Loss: 0.072 Epoch 3 Batch 1567/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.926, Loss: 0.094 Epoch 3 Batch 1568/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.926, Loss: 0.101 Epoch 3 Batch 1569/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.925, Loss: 0.052 Epoch 3 Batch 1570/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.080 Epoch 3 Batch 1571/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.924, Loss: 0.107 Epoch 3 Batch 1572/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.078 Epoch 3 Batch 1573/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.924, Loss: 0.089 Epoch 3 Batch 1574/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.924, Loss: 0.072 Epoch 3 Batch 1575/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.933, Loss: 0.073 Epoch 3 Batch 1576/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.099 Epoch 3 Batch 1577/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.921, Loss: 0.080 Epoch 3 Batch 1578/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.921, Loss: 0.069 Epoch 3 Batch 1579/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.930, Loss: 0.079 Epoch 3 Batch 1580/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.925, Loss: 0.084 Epoch 3 Batch 1581/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.075 Epoch 3 Batch 1582/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.922, Loss: 0.130 Epoch 3 Batch 1583/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.922, Loss: 0.105 Epoch 3 Batch 1584/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.924, Loss: 0.089 Epoch 3 Batch 1585/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.108 Epoch 3 Batch 1586/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.937, Loss: 0.106 Epoch 3 Batch 1587/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.937, Loss: 0.084 Epoch 3 Batch 1588/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.937, Loss: 0.077 Epoch 3 Batch 1589/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.935, Loss: 0.074 Epoch 3 Batch 1590/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.935, Loss: 0.083 Epoch 3 Batch 1591/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.935, Loss: 0.083 Epoch 3 Batch 1592/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.924, Loss: 0.126 Epoch 3 Batch 1593/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.080 Epoch 3 Batch 1594/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.913, Loss: 0.086 Epoch 3 Batch 1595/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.913, Loss: 0.090 Epoch 3 Batch 1596/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.921, Loss: 0.071 Epoch 3 Batch 1597/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.913, Loss: 0.120 Epoch 3 Batch 1598/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.913, Loss: 0.073 Epoch 3 Batch 1599/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.913, Loss: 0.118 Epoch 3 Batch 1600/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.100 Epoch 3 Batch 1601/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.105 Epoch 3 Batch 1602/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.923, Loss: 0.090 Epoch 3 Batch 1603/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.915, Loss: 0.116 Epoch 3 Batch 1604/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.915, Loss: 0.089 Epoch 3 Batch 1605/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.914, Loss: 0.083 Epoch 3 Batch 1606/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.915, Loss: 0.086 Epoch 3 Batch 1607/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.924, Loss: 0.121 Epoch 3 Batch 1608/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.920, Loss: 0.093 Epoch 3 Batch 1609/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.914, Loss: 0.084 Epoch 3 Batch 1610/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.915, Loss: 0.056 Epoch 3 Batch 1611/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.915, Loss: 0.093 Epoch 3 Batch 1612/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.921, Loss: 0.085 Epoch 3 Batch 1613/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.912, Loss: 0.073 Epoch 3 Batch 1614/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.920, Loss: 0.089 Epoch 3 Batch 1615/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.933, Loss: 0.057 Epoch 3 Batch 1616/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.933, Loss: 0.087 Epoch 3 Batch 1617/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.925, Loss: 0.087 Epoch 3 Batch 1618/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.925, Loss: 0.113 Epoch 3 Batch 1619/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.925, Loss: 0.088 Epoch 3 Batch 1620/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.106 Epoch 3 Batch 1621/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.949, Loss: 0.076 Epoch 3 Batch 1622/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.075 Epoch 3 Batch 1623/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.957, Loss: 0.098 Epoch 3 Batch 1624/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.963, Loss: 0.076 Epoch 3 Batch 1625/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.963, Loss: 0.068 Epoch 3 Batch 1626/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.963, Loss: 0.091 Epoch 3 Batch 1627/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.954, Loss: 0.104 Epoch 3 Batch 1628/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.949, Loss: 0.077 Epoch 3 Batch 1629/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.098 Epoch 3 Batch 1630/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.095 Epoch 3 Batch 1631/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.935, Loss: 0.088 Epoch 3 Batch 1632/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.904, Loss: 0.081 Epoch 3 Batch 1633/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.913, Loss: 0.114 Epoch 3 Batch 1634/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.923, Loss: 0.091 Epoch 3 Batch 1635/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.923, Loss: 0.126 Epoch 3 Batch 1636/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.903, Loss: 0.089 Epoch 3 Batch 1637/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.902, Loss: 0.082 Epoch 3 Batch 1638/2154 - Train Accuracy: 0.852, Validation Accuracy: 0.910, Loss: 0.121 Epoch 3 Batch 1639/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.908, Loss: 0.105 Epoch 3 Batch 1640/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.910, Loss: 0.068 Epoch 3 Batch 1641/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.919, Loss: 0.068 Epoch 3 Batch 1642/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.918, Loss: 0.098 Epoch 3 Batch 1643/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.910, Loss: 0.089 Epoch 3 Batch 1644/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.910, Loss: 0.129 Epoch 3 Batch 1645/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.910, Loss: 0.063 Epoch 3 Batch 1646/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.102 Epoch 3 Batch 1647/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.920, Loss: 0.092 Epoch 3 Batch 1648/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.919, Loss: 0.073 Epoch 3 Batch 1649/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.931, Loss: 0.086 Epoch 3 Batch 1650/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.931, Loss: 0.085 Epoch 3 Batch 1651/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.934, Loss: 0.098 Epoch 3 Batch 1652/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.068 Epoch 3 Batch 1653/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.077 Epoch 3 Batch 1654/2154 - Train Accuracy: 0.848, Validation Accuracy: 0.915, Loss: 0.088 Epoch 3 Batch 1655/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.082 Epoch 3 Batch 1656/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.936, Loss: 0.077 Epoch 3 Batch 1657/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.937, Loss: 0.134 Epoch 3 Batch 1658/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.923, Loss: 0.059 Epoch 3 Batch 1659/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.932, Loss: 0.102 Epoch 3 Batch 1660/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.104 Epoch 3 Batch 1661/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.932, Loss: 0.109 Epoch 3 Batch 1662/2154 - Train Accuracy: 0.866, Validation Accuracy: 0.940, Loss: 0.073 Epoch 3 Batch 1663/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.943, Loss: 0.077 Epoch 3 Batch 1664/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.945, Loss: 0.094 Epoch 3 Batch 1665/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.068 Epoch 3 Batch 1666/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.945, Loss: 0.096 Epoch 3 Batch 1667/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.943, Loss: 0.125 Epoch 3 Batch 1668/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.942, Loss: 0.079 Epoch 3 Batch 1669/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.115 Epoch 3 Batch 1670/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.936, Loss: 0.089 Epoch 3 Batch 1671/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.936, Loss: 0.093 Epoch 3 Batch 1672/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.077 Epoch 3 Batch 1673/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.920, Loss: 0.080 Epoch 3 Batch 1674/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.919, Loss: 0.087 Epoch 3 Batch 1675/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.920, Loss: 0.132 Epoch 3 Batch 1676/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.921, Loss: 0.099 Epoch 3 Batch 1677/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.070 Epoch 3 Batch 1678/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.931, Loss: 0.113 Epoch 3 Batch 1679/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.931, Loss: 0.070 Epoch 3 Batch 1680/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.930, Loss: 0.074 Epoch 3 Batch 1681/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.078 Epoch 3 Batch 1682/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.065 Epoch 3 Batch 1683/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.123 Epoch 3 Batch 1684/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.928, Loss: 0.093 Epoch 3 Batch 1685/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.089 Epoch 3 Batch 1686/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.937, Loss: 0.080 Epoch 3 Batch 1687/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.077 Epoch 3 Batch 1688/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.933, Loss: 0.077 Epoch 3 Batch 1689/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.935, Loss: 0.090 Epoch 3 Batch 1690/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.084 Epoch 3 Batch 1691/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.077 Epoch 3 Batch 1692/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.914, Loss: 0.077 Epoch 3 Batch 1693/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.923, Loss: 0.107 Epoch 3 Batch 1694/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.088 Epoch 3 Batch 1695/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.100 Epoch 3 Batch 1696/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.941, Loss: 0.093 Epoch 3 Batch 1697/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.932, Loss: 0.130 Epoch 3 Batch 1698/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.049 Epoch 3 Batch 1699/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.059 Epoch 3 Batch 1700/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.078 Epoch 3 Batch 1701/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.937, Loss: 0.110 Epoch 3 Batch 1702/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.937, Loss: 0.118 Epoch 3 Batch 1703/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.083 Epoch 3 Batch 1704/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.937, Loss: 0.130 Epoch 3 Batch 1705/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.936, Loss: 0.127 Epoch 3 Batch 1706/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.938, Loss: 0.106 Epoch 3 Batch 1707/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.938, Loss: 0.088 Epoch 3 Batch 1708/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.938, Loss: 0.104 Epoch 3 Batch 1709/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.937, Loss: 0.094 Epoch 3 Batch 1710/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.933, Loss: 0.098 Epoch 3 Batch 1711/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.933, Loss: 0.097 Epoch 3 Batch 1712/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.934, Loss: 0.082 Epoch 3 Batch 1713/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.934, Loss: 0.115 Epoch 3 Batch 1714/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.068 Epoch 3 Batch 1715/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.932, Loss: 0.094 Epoch 3 Batch 1716/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.932, Loss: 0.057 Epoch 3 Batch 1717/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.932, Loss: 0.086 Epoch 3 Batch 1718/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.074 Epoch 3 Batch 1719/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.929, Loss: 0.086 Epoch 3 Batch 1720/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.108 Epoch 3 Batch 1721/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.108 Epoch 3 Batch 1722/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.084 Epoch 3 Batch 1723/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.073 Epoch 3 Batch 1724/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.927, Loss: 0.078 Epoch 3 Batch 1725/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.928, Loss: 0.097 Epoch 3 Batch 1726/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.937, Loss: 0.081 Epoch 3 Batch 1727/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.060 Epoch 3 Batch 1728/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.070 Epoch 3 Batch 1729/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.921, Loss: 0.090 Epoch 3 Batch 1730/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.913, Loss: 0.066 Epoch 3 Batch 1731/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.913, Loss: 0.096 Epoch 3 Batch 1732/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.904, Loss: 0.067 Epoch 3 Batch 1733/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.904, Loss: 0.109 Epoch 3 Batch 1734/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.904, Loss: 0.096 Epoch 3 Batch 1735/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.903, Loss: 0.131 Epoch 3 Batch 1736/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.913, Loss: 0.121 Epoch 3 Batch 1737/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.913, Loss: 0.125 Epoch 3 Batch 1738/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.894, Loss: 0.069 Epoch 3 Batch 1739/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.892, Loss: 0.088 Epoch 3 Batch 1740/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.892, Loss: 0.095 Epoch 3 Batch 1741/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.901, Loss: 0.081 Epoch 3 Batch 1742/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.902, Loss: 0.102 Epoch 3 Batch 1743/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.902, Loss: 0.076 Epoch 3 Batch 1744/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.902, Loss: 0.075 Epoch 3 Batch 1745/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.906, Loss: 0.103 Epoch 3 Batch 1746/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.915, Loss: 0.099 Epoch 3 Batch 1747/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.076 Epoch 3 Batch 1748/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.918, Loss: 0.112 Epoch 3 Batch 1749/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.928, Loss: 0.131 Epoch 3 Batch 1750/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.925, Loss: 0.098 Epoch 3 Batch 1751/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.076 Epoch 3 Batch 1752/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.942, Loss: 0.117 Epoch 3 Batch 1753/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.090 Epoch 3 Batch 1754/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.077 Epoch 3 Batch 1755/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.921, Loss: 0.085 Epoch 3 Batch 1756/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.910, Loss: 0.064 Epoch 3 Batch 1757/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.918, Loss: 0.089 Epoch 3 Batch 1758/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.918, Loss: 0.081 Epoch 3 Batch 1759/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.918, Loss: 0.067 Epoch 3 Batch 1760/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.910, Loss: 0.087 Epoch 3 Batch 1761/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.910, Loss: 0.122 Epoch 3 Batch 1762/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.911, Loss: 0.072 Epoch 3 Batch 1763/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.911, Loss: 0.097 Epoch 3 Batch 1764/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.901, Loss: 0.093 Epoch 3 Batch 1765/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.913, Loss: 0.105 Epoch 3 Batch 1766/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.913, Loss: 0.091 Epoch 3 Batch 1767/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.913, Loss: 0.095 Epoch 3 Batch 1768/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.925, Loss: 0.137 Epoch 3 Batch 1769/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.923, Loss: 0.063 Epoch 3 Batch 1770/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.911, Loss: 0.088 Epoch 3 Batch 1771/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.911, Loss: 0.072 Epoch 3 Batch 1772/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.920, Loss: 0.061 Epoch 3 Batch 1773/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.088 Epoch 3 Batch 1774/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.071 Epoch 3 Batch 1775/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.075 Epoch 3 Batch 1776/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.933, Loss: 0.133 Epoch 3 Batch 1777/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.933, Loss: 0.073 Epoch 3 Batch 1778/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.080 Epoch 3 Batch 1779/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.933, Loss: 0.087 Epoch 3 Batch 1780/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.066 Epoch 3 Batch 1781/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.920, Loss: 0.101 Epoch 3 Batch 1782/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.931, Loss: 0.081 Epoch 3 Batch 1783/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.923, Loss: 0.105 Epoch 3 Batch 1784/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.061 Epoch 3 Batch 1785/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.934, Loss: 0.066 Epoch 3 Batch 1786/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.935, Loss: 0.082 Epoch 3 Batch 1787/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.919, Loss: 0.100 Epoch 3 Batch 1788/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.073 Epoch 3 Batch 1789/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.102 Epoch 3 Batch 1790/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.083 Epoch 3 Batch 1791/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.924, Loss: 0.095 Epoch 3 Batch 1792/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.915, Loss: 0.067 Epoch 3 Batch 1793/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.911, Loss: 0.102 Epoch 3 Batch 1794/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.903, Loss: 0.093 Epoch 3 Batch 1795/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.903, Loss: 0.073 Epoch 3 Batch 1796/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.913, Loss: 0.063 Epoch 3 Batch 1797/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.914, Loss: 0.075 Epoch 3 Batch 1798/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.926, Loss: 0.086 Epoch 3 Batch 1799/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.927, Loss: 0.096 Epoch 3 Batch 1800/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.927, Loss: 0.080 Epoch 3 Batch 1801/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.927, Loss: 0.097 Epoch 3 Batch 1802/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.094 Epoch 3 Batch 1803/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.933, Loss: 0.136 Epoch 3 Batch 1804/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.937, Loss: 0.094 Epoch 3 Batch 1805/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.937, Loss: 0.074 Epoch 3 Batch 1806/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.093 Epoch 3 Batch 1807/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.065 Epoch 3 Batch 1808/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.933, Loss: 0.107 Epoch 3 Batch 1809/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.062 Epoch 3 Batch 1810/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.950, Loss: 0.098 Epoch 3 Batch 1811/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.067 Epoch 3 Batch 1812/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.945, Loss: 0.082 Epoch 3 Batch 1813/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.945, Loss: 0.096 Epoch 3 Batch 1814/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.078 Epoch 3 Batch 1815/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.068 Epoch 3 Batch 1816/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.080 Epoch 3 Batch 1817/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.930, Loss: 0.135 Epoch 3 Batch 1818/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.064 Epoch 3 Batch 1819/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.931, Loss: 0.130 Epoch 3 Batch 1820/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.931, Loss: 0.064 Epoch 3 Batch 1821/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.923, Loss: 0.080 Epoch 3 Batch 1822/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.087 Epoch 3 Batch 1823/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.095 Epoch 3 Batch 1824/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.934, Loss: 0.088 Epoch 3 Batch 1825/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.917, Loss: 0.078 Epoch 3 Batch 1826/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.917, Loss: 0.086 Epoch 3 Batch 1827/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.935, Loss: 0.111 Epoch 3 Batch 1828/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.110 Epoch 3 Batch 1829/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.939, Loss: 0.114 Epoch 3 Batch 1830/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.939, Loss: 0.142 Epoch 3 Batch 1831/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.939, Loss: 0.082 Epoch 3 Batch 1832/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.063 Epoch 3 Batch 1833/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.931, Loss: 0.128 Epoch 3 Batch 1834/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.072 Epoch 3 Batch 1835/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.085 Epoch 3 Batch 1836/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.061 Epoch 3 Batch 1837/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.923, Loss: 0.065 Epoch 3 Batch 1838/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.915, Loss: 0.077 Epoch 3 Batch 1839/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.915, Loss: 0.078 Epoch 3 Batch 1840/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.915, Loss: 0.068 Epoch 3 Batch 1841/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.916, Loss: 0.107 Epoch 3 Batch 1842/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.925, Loss: 0.090 Epoch 3 Batch 1843/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.925, Loss: 0.123 Epoch 3 Batch 1844/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.917, Loss: 0.071 Epoch 3 Batch 1845/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.897, Loss: 0.107 Epoch 3 Batch 1846/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.903, Loss: 0.084 Epoch 3 Batch 1847/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.904, Loss: 0.070 Epoch 3 Batch 1848/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.904, Loss: 0.055 Epoch 3 Batch 1849/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.904, Loss: 0.106 Epoch 3 Batch 1850/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.904, Loss: 0.106 Epoch 3 Batch 1851/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.904, Loss: 0.073 Epoch 3 Batch 1852/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.904, Loss: 0.058 Epoch 3 Batch 1853/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.904, Loss: 0.085 Epoch 3 Batch 1854/2154 - Train Accuracy: 0.857, Validation Accuracy: 0.904, Loss: 0.079 Epoch 3 Batch 1855/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.904, Loss: 0.107 Epoch 3 Batch 1856/2154 - Train Accuracy: 0.860, Validation Accuracy: 0.904, Loss: 0.081 Epoch 3 Batch 1857/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.912, Loss: 0.086 Epoch 3 Batch 1858/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.912, Loss: 0.069 Epoch 3 Batch 1859/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.912, Loss: 0.088 Epoch 3 Batch 1860/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.920, Loss: 0.081 Epoch 3 Batch 1861/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.079 Epoch 3 Batch 1862/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.929, Loss: 0.073 Epoch 3 Batch 1863/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.930, Loss: 0.086 Epoch 3 Batch 1864/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.913, Loss: 0.066 Epoch 3 Batch 1865/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.904, Loss: 0.085 Epoch 3 Batch 1866/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.898, Loss: 0.106 Epoch 3 Batch 1867/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.898, Loss: 0.063 Epoch 3 Batch 1868/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.898, Loss: 0.088 Epoch 3 Batch 1869/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.898, Loss: 0.070 Epoch 3 Batch 1870/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.898, Loss: 0.086 Epoch 3 Batch 1871/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.903, Loss: 0.076 Epoch 3 Batch 1872/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.903, Loss: 0.075 Epoch 3 Batch 1873/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.920, Loss: 0.110 Epoch 3 Batch 1874/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.927, Loss: 0.094 Epoch 3 Batch 1875/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.920, Loss: 0.106 Epoch 3 Batch 1876/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.912, Loss: 0.084 Epoch 3 Batch 1877/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.903, Loss: 0.119 Epoch 3 Batch 1878/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.894, Loss: 0.088 Epoch 3 Batch 1879/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.893, Loss: 0.106 Epoch 3 Batch 1880/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.890, Loss: 0.090 Epoch 3 Batch 1881/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.908, Loss: 0.061 Epoch 3 Batch 1882/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.898, Loss: 0.064 Epoch 3 Batch 1883/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.908, Loss: 0.079 Epoch 3 Batch 1884/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.908, Loss: 0.080 Epoch 3 Batch 1885/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.911, Loss: 0.111 Epoch 3 Batch 1886/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.911, Loss: 0.079 Epoch 3 Batch 1887/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.911, Loss: 0.107 Epoch 3 Batch 1888/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.915, Loss: 0.079 Epoch 3 Batch 1889/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.068 Epoch 3 Batch 1890/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.928, Loss: 0.059 Epoch 3 Batch 1891/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.914, Loss: 0.069 Epoch 3 Batch 1892/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.913, Loss: 0.068 Epoch 3 Batch 1893/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.913, Loss: 0.076 Epoch 3 Batch 1894/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.907, Loss: 0.080 Epoch 3 Batch 1895/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.915, Loss: 0.070 Epoch 3 Batch 1896/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.907, Loss: 0.095 Epoch 3 Batch 1897/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.915, Loss: 0.086 Epoch 3 Batch 1898/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.915, Loss: 0.072 Epoch 3 Batch 1899/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.911, Loss: 0.065 Epoch 3 Batch 1900/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.903, Loss: 0.088 Epoch 3 Batch 1901/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.911, Loss: 0.088 Epoch 3 Batch 1902/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.908, Loss: 0.069 Epoch 3 Batch 1903/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.908, Loss: 0.089 Epoch 3 Batch 1904/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.892, Loss: 0.108 Epoch 3 Batch 1905/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.897, Loss: 0.057 Epoch 3 Batch 1906/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.896, Loss: 0.065 Epoch 3 Batch 1907/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.896, Loss: 0.066 Epoch 3 Batch 1908/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.891, Loss: 0.073 Epoch 3 Batch 1909/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.891, Loss: 0.119 Epoch 3 Batch 1910/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.906, Loss: 0.053 Epoch 3 Batch 1911/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.906, Loss: 0.101 Epoch 3 Batch 1912/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.906, Loss: 0.079 Epoch 3 Batch 1913/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.898, Loss: 0.101 Epoch 3 Batch 1914/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.898, Loss: 0.088 Epoch 3 Batch 1915/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.889, Loss: 0.060 Epoch 3 Batch 1916/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.883, Loss: 0.080 Epoch 3 Batch 1917/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.884, Loss: 0.093 Epoch 3 Batch 1918/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.875, Loss: 0.082 Epoch 3 Batch 1919/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.884, Loss: 0.085 Epoch 3 Batch 1920/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.876, Loss: 0.066 Epoch 3 Batch 1921/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.869, Loss: 0.063 Epoch 3 Batch 1922/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.877, Loss: 0.094 Epoch 3 Batch 1923/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.877, Loss: 0.053 Epoch 3 Batch 1924/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.876, Loss: 0.095 Epoch 3 Batch 1925/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.877, Loss: 0.078 Epoch 3 Batch 1926/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.877, Loss: 0.101 Epoch 3 Batch 1927/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.881, Loss: 0.095 Epoch 3 Batch 1928/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.897, Loss: 0.128 Epoch 3 Batch 1929/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.906, Loss: 0.063 Epoch 3 Batch 1930/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.914, Loss: 0.080 Epoch 3 Batch 1931/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.914, Loss: 0.076 Epoch 3 Batch 1932/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.915, Loss: 0.108 Epoch 3 Batch 1933/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.906, Loss: 0.082 Epoch 3 Batch 1934/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.918, Loss: 0.078 Epoch 3 Batch 1935/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.901, Loss: 0.099 Epoch 3 Batch 1936/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.903, Loss: 0.080 Epoch 3 Batch 1937/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.903, Loss: 0.112 Epoch 3 Batch 1938/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.911, Loss: 0.111 Epoch 3 Batch 1939/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.911, Loss: 0.131 Epoch 3 Batch 1940/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.911, Loss: 0.074 Epoch 3 Batch 1941/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.911, Loss: 0.099 Epoch 3 Batch 1942/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.912, Loss: 0.079 Epoch 3 Batch 1943/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.925, Loss: 0.108 Epoch 3 Batch 1944/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.091 Epoch 3 Batch 1945/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.063 Epoch 3 Batch 1946/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.934, Loss: 0.098 Epoch 3 Batch 1947/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.059 Epoch 3 Batch 1948/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.068 Epoch 3 Batch 1949/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.077 Epoch 3 Batch 1950/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.919, Loss: 0.070 Epoch 3 Batch 1951/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.888, Loss: 0.124 Epoch 3 Batch 1952/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.898, Loss: 0.056 Epoch 3 Batch 1953/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.910, Loss: 0.062 Epoch 3 Batch 1954/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.911, Loss: 0.084 Epoch 3 Batch 1955/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.890, Loss: 0.082 Epoch 3 Batch 1956/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.890, Loss: 0.050 Epoch 3 Batch 1957/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.900, Loss: 0.083 Epoch 3 Batch 1958/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.891, Loss: 0.091 Epoch 3 Batch 1959/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.896, Loss: 0.078 Epoch 3 Batch 1960/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.904, Loss: 0.112 Epoch 3 Batch 1961/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.908, Loss: 0.095 Epoch 3 Batch 1962/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.907, Loss: 0.076 Epoch 3 Batch 1963/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.908, Loss: 0.072 Epoch 3 Batch 1964/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.908, Loss: 0.103 Epoch 3 Batch 1965/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.903, Loss: 0.072 Epoch 3 Batch 1966/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.898, Loss: 0.084 Epoch 3 Batch 1967/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.893, Loss: 0.065 Epoch 3 Batch 1968/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.902, Loss: 0.092 Epoch 3 Batch 1969/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.896, Loss: 0.111 Epoch 3 Batch 1970/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.906, Loss: 0.094 Epoch 3 Batch 1971/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.916, Loss: 0.074 Epoch 3 Batch 1972/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.920, Loss: 0.071 Epoch 3 Batch 1973/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.920, Loss: 0.068 Epoch 3 Batch 1974/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.086 Epoch 3 Batch 1975/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.930, Loss: 0.088 Epoch 3 Batch 1976/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.915, Loss: 0.067 Epoch 3 Batch 1977/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.915, Loss: 0.102 Epoch 3 Batch 1978/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.917, Loss: 0.093 Epoch 3 Batch 1979/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.907, Loss: 0.082 Epoch 3 Batch 1980/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.907, Loss: 0.101 Epoch 3 Batch 1981/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.907, Loss: 0.099 Epoch 3 Batch 1982/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.918, Loss: 0.101 Epoch 3 Batch 1983/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.916, Loss: 0.104 Epoch 3 Batch 1984/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.076 Epoch 3 Batch 1985/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.918, Loss: 0.079 Epoch 3 Batch 1986/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.915, Loss: 0.091 Epoch 3 Batch 1987/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.907, Loss: 0.073 Epoch 3 Batch 1988/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.901, Loss: 0.074 Epoch 3 Batch 1989/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.927, Loss: 0.097 Epoch 3 Batch 1990/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.073 Epoch 3 Batch 1991/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.926, Loss: 0.080 Epoch 3 Batch 1992/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.935, Loss: 0.098 Epoch 3 Batch 1993/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.058 Epoch 3 Batch 1994/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.935, Loss: 0.095 Epoch 3 Batch 1995/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.101 Epoch 3 Batch 1996/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.087 Epoch 3 Batch 1997/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.915, Loss: 0.096 Epoch 3 Batch 1998/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.912, Loss: 0.057 Epoch 3 Batch 1999/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.921, Loss: 0.086 Epoch 3 Batch 2000/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.915, Loss: 0.102 Epoch 3 Batch 2001/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.915, Loss: 0.073 Epoch 3 Batch 2002/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.928, Loss: 0.106 Epoch 3 Batch 2003/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.933, Loss: 0.085 Epoch 3 Batch 2004/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.923, Loss: 0.056 Epoch 3 Batch 2005/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.923, Loss: 0.094 Epoch 3 Batch 2006/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.923, Loss: 0.055 Epoch 3 Batch 2007/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.080 Epoch 3 Batch 2008/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.085 Epoch 3 Batch 2009/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.924, Loss: 0.052 Epoch 3 Batch 2010/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.924, Loss: 0.151 Epoch 3 Batch 2011/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.095 Epoch 3 Batch 2012/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.918, Loss: 0.073 Epoch 3 Batch 2013/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.927, Loss: 0.069 Epoch 3 Batch 2014/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.069 Epoch 3 Batch 2015/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.064 Epoch 3 Batch 2016/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.927, Loss: 0.069 Epoch 3 Batch 2017/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.917, Loss: 0.095 Epoch 3 Batch 2018/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.908, Loss: 0.096 Epoch 3 Batch 2019/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.900, Loss: 0.067 Epoch 3 Batch 2020/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.900, Loss: 0.070 Epoch 3 Batch 2021/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.900, Loss: 0.079 Epoch 3 Batch 2022/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.900, Loss: 0.067 Epoch 3 Batch 2023/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.908, Loss: 0.086 Epoch 3 Batch 2024/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.908, Loss: 0.063 Epoch 3 Batch 2025/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.908, Loss: 0.064 Epoch 3 Batch 2026/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.908, Loss: 0.068 Epoch 3 Batch 2027/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.908, Loss: 0.056 Epoch 3 Batch 2028/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.908, Loss: 0.064 Epoch 3 Batch 2029/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.914, Loss: 0.078 Epoch 3 Batch 2030/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.906, Loss: 0.082 Epoch 3 Batch 2031/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.906, Loss: 0.077 Epoch 3 Batch 2032/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.897, Loss: 0.128 Epoch 3 Batch 2033/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.074 Epoch 3 Batch 2034/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.925, Loss: 0.097 Epoch 3 Batch 2035/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.919, Loss: 0.072 Epoch 3 Batch 2036/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.924, Loss: 0.075 Epoch 3 Batch 2037/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.925, Loss: 0.091 Epoch 3 Batch 2038/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.925, Loss: 0.082 Epoch 3 Batch 2039/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.925, Loss: 0.126 Epoch 3 Batch 2040/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.091 Epoch 3 Batch 2041/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.916, Loss: 0.078 Epoch 3 Batch 2042/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.066 Epoch 3 Batch 2043/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.910, Loss: 0.089 Epoch 3 Batch 2044/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.901, Loss: 0.074 Epoch 3 Batch 2045/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.888, Loss: 0.056 Epoch 3 Batch 2046/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.879, Loss: 0.080 Epoch 3 Batch 2047/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.867, Loss: 0.093 Epoch 3 Batch 2048/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.876, Loss: 0.076 Epoch 3 Batch 2049/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.877, Loss: 0.079 Epoch 3 Batch 2050/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.889, Loss: 0.120 Epoch 3 Batch 2051/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.880, Loss: 0.094 Epoch 3 Batch 2052/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.894, Loss: 0.077 Epoch 3 Batch 2053/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.903, Loss: 0.100 Epoch 3 Batch 2054/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.903, Loss: 0.060 Epoch 3 Batch 2055/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.894, Loss: 0.116 Epoch 3 Batch 2056/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.894, Loss: 0.053 Epoch 3 Batch 2057/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.894, Loss: 0.068 Epoch 3 Batch 2058/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.903, Loss: 0.087 Epoch 3 Batch 2059/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.894, Loss: 0.061 Epoch 3 Batch 2060/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.894, Loss: 0.068 Epoch 3 Batch 2061/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.894, Loss: 0.082 Epoch 3 Batch 2062/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.905, Loss: 0.079 Epoch 3 Batch 2063/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.905, Loss: 0.072 Epoch 3 Batch 2064/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.905, Loss: 0.078 Epoch 3 Batch 2065/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.905, Loss: 0.065 Epoch 3 Batch 2066/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.909, Loss: 0.113 Epoch 3 Batch 2067/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.909, Loss: 0.086 Epoch 3 Batch 2068/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.911, Loss: 0.092 Epoch 3 Batch 2069/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.911, Loss: 0.072 Epoch 3 Batch 2070/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.909, Loss: 0.089 Epoch 3 Batch 2071/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.909, Loss: 0.075 Epoch 3 Batch 2072/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.908, Loss: 0.052 Epoch 3 Batch 2073/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.908, Loss: 0.077 Epoch 3 Batch 2074/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.908, Loss: 0.093 Epoch 3 Batch 2075/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.899, Loss: 0.083 Epoch 3 Batch 2076/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.908, Loss: 0.084 Epoch 3 Batch 2077/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.913, Loss: 0.113 Epoch 3 Batch 2078/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.923, Loss: 0.066 Epoch 3 Batch 2079/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.922, Loss: 0.113 Epoch 3 Batch 2080/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.921, Loss: 0.082 Epoch 3 Batch 2081/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.913, Loss: 0.107 Epoch 3 Batch 2082/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.915, Loss: 0.086 Epoch 3 Batch 2083/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.915, Loss: 0.060 Epoch 3 Batch 2084/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.911, Loss: 0.099 Epoch 3 Batch 2085/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.916, Loss: 0.076 Epoch 3 Batch 2086/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.908, Loss: 0.072 Epoch 3 Batch 2087/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.908, Loss: 0.088 Epoch 3 Batch 2088/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.100 Epoch 3 Batch 2089/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.090 Epoch 3 Batch 2090/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.949, Loss: 0.089 Epoch 3 Batch 2091/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.949, Loss: 0.077 Epoch 3 Batch 2092/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.949, Loss: 0.069 Epoch 3 Batch 2093/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.062 Epoch 3 Batch 2094/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.928, Loss: 0.053 Epoch 3 Batch 2095/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.066 Epoch 3 Batch 2096/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.924, Loss: 0.070 Epoch 3 Batch 2097/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.924, Loss: 0.064 Epoch 3 Batch 2098/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.925, Loss: 0.115 Epoch 3 Batch 2099/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.093 Epoch 3 Batch 2100/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.073 Epoch 3 Batch 2101/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.064 Epoch 3 Batch 2102/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.907, Loss: 0.069 Epoch 3 Batch 2103/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.086 Epoch 3 Batch 2104/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.915, Loss: 0.087 Epoch 3 Batch 2105/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.924, Loss: 0.097 Epoch 3 Batch 2106/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.079 Epoch 3 Batch 2107/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.924, Loss: 0.119 Epoch 3 Batch 2108/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.055 Epoch 3 Batch 2109/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.923, Loss: 0.088 Epoch 3 Batch 2110/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.914, Loss: 0.075 Epoch 3 Batch 2111/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.914, Loss: 0.096 Epoch 3 Batch 2112/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.084 Epoch 3 Batch 2113/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.071 Epoch 3 Batch 2114/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.916, Loss: 0.081 Epoch 3 Batch 2115/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.075 Epoch 3 Batch 2116/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.916, Loss: 0.078 Epoch 3 Batch 2117/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.916, Loss: 0.078 Epoch 3 Batch 2118/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.916, Loss: 0.074 Epoch 3 Batch 2119/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.908, Loss: 0.115 Epoch 3 Batch 2120/2154 - Train Accuracy: 0.859, Validation Accuracy: 0.908, Loss: 0.084 Epoch 3 Batch 2121/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.907, Loss: 0.062 Epoch 3 Batch 2122/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.915, Loss: 0.069 Epoch 3 Batch 2123/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.915, Loss: 0.118 Epoch 3 Batch 2124/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.908, Loss: 0.070 Epoch 3 Batch 2125/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.908, Loss: 0.077 Epoch 3 Batch 2126/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.908, Loss: 0.085 Epoch 3 Batch 2127/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.915, Loss: 0.098 Epoch 3 Batch 2128/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.906, Loss: 0.080 Epoch 3 Batch 2129/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.915, Loss: 0.091 Epoch 3 Batch 2130/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.914, Loss: 0.067 Epoch 3 Batch 2131/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.914, Loss: 0.071 Epoch 3 Batch 2132/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.067 Epoch 3 Batch 2133/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.900, Loss: 0.068 Epoch 3 Batch 2134/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.909, Loss: 0.075 Epoch 3 Batch 2135/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.909, Loss: 0.089 Epoch 3 Batch 2136/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.909, Loss: 0.071 Epoch 3 Batch 2137/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.901, Loss: 0.069 Epoch 3 Batch 2138/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.901, Loss: 0.051 Epoch 3 Batch 2139/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.909, Loss: 0.059 Epoch 3 Batch 2140/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.910, Loss: 0.046 Epoch 3 Batch 2141/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.901, Loss: 0.075 Epoch 3 Batch 2142/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.901, Loss: 0.067 Epoch 3 Batch 2143/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.892, Loss: 0.068 Epoch 3 Batch 2144/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.892, Loss: 0.075 Epoch 3 Batch 2145/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.898, Loss: 0.086 Epoch 3 Batch 2146/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.915, Loss: 0.089 Epoch 3 Batch 2147/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.096 Epoch 3 Batch 2148/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.924, Loss: 0.097 Epoch 3 Batch 2149/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.924, Loss: 0.102 Epoch 3 Batch 2150/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.924, Loss: 0.096 Epoch 3 Batch 2151/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.910, Loss: 0.080 Epoch 3 Batch 2152/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.910, Loss: 0.084 Epoch 4 Batch 0/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.915, Loss: 0.057 Epoch 4 Batch 1/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.914, Loss: 0.065 Epoch 4 Batch 2/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.914, Loss: 0.068 Epoch 4 Batch 3/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.917, Loss: 0.065 Epoch 4 Batch 4/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.918, Loss: 0.049 Epoch 4 Batch 5/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.922, Loss: 0.086 Epoch 4 Batch 6/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.922, Loss: 0.093 Epoch 4 Batch 7/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.920, Loss: 0.048 Epoch 4 Batch 8/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.920, Loss: 0.099 Epoch 4 Batch 9/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.920, Loss: 0.062 Epoch 4 Batch 10/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.920, Loss: 0.062 Epoch 4 Batch 11/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.132 Epoch 4 Batch 12/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.927, Loss: 0.107 Epoch 4 Batch 13/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.928, Loss: 0.075 Epoch 4 Batch 14/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.099 Epoch 4 Batch 15/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.093 Epoch 4 Batch 16/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.928, Loss: 0.071 Epoch 4 Batch 17/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.927, Loss: 0.080 Epoch 4 Batch 18/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.077 Epoch 4 Batch 19/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.073 Epoch 4 Batch 20/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.940, Loss: 0.081 Epoch 4 Batch 21/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.940, Loss: 0.070 Epoch 4 Batch 22/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.940, Loss: 0.081 Epoch 4 Batch 23/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.940, Loss: 0.101 Epoch 4 Batch 24/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.931, Loss: 0.076 Epoch 4 Batch 25/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.080 Epoch 4 Batch 26/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.071 Epoch 4 Batch 27/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.940, Loss: 0.087 Epoch 4 Batch 28/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.940, Loss: 0.080 Epoch 4 Batch 29/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.053 Epoch 4 Batch 30/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.067 Epoch 4 Batch 31/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.045 Epoch 4 Batch 32/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.949, Loss: 0.080 Epoch 4 Batch 33/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.916, Loss: 0.110 Epoch 4 Batch 34/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.927, Loss: 0.093 Epoch 4 Batch 35/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.071 Epoch 4 Batch 36/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.075 Epoch 4 Batch 37/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.085 Epoch 4 Batch 38/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.936, Loss: 0.075 Epoch 4 Batch 39/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.928, Loss: 0.088 Epoch 4 Batch 40/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.065 Epoch 4 Batch 41/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.080 Epoch 4 Batch 42/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.073 Epoch 4 Batch 43/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.068 Epoch 4 Batch 44/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.105 Epoch 4 Batch 45/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.100 Epoch 4 Batch 46/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.927, Loss: 0.086 Epoch 4 Batch 47/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.059 Epoch 4 Batch 48/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.926, Loss: 0.080 Epoch 4 Batch 49/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.926, Loss: 0.056 Epoch 4 Batch 50/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.926, Loss: 0.095 Epoch 4 Batch 51/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.083 Epoch 4 Batch 52/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.906, Loss: 0.061 Epoch 4 Batch 53/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.072 Epoch 4 Batch 54/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.925, Loss: 0.117 Epoch 4 Batch 55/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.926, Loss: 0.062 Epoch 4 Batch 56/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.935, Loss: 0.091 Epoch 4 Batch 57/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.918, Loss: 0.072 Epoch 4 Batch 58/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.099 Epoch 4 Batch 59/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.084 Epoch 4 Batch 60/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.928, Loss: 0.058 Epoch 4 Batch 61/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.925, Loss: 0.063 Epoch 4 Batch 62/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.925, Loss: 0.093 Epoch 4 Batch 63/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.098 Epoch 4 Batch 64/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.923, Loss: 0.066 Epoch 4 Batch 65/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.912, Loss: 0.070 Epoch 4 Batch 66/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.897, Loss: 0.084 Epoch 4 Batch 67/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.913, Loss: 0.084 Epoch 4 Batch 68/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.923, Loss: 0.071 Epoch 4 Batch 69/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.909, Loss: 0.074 Epoch 4 Batch 70/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.912, Loss: 0.078 Epoch 4 Batch 71/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.912, Loss: 0.086 Epoch 4 Batch 72/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.924, Loss: 0.063 Epoch 4 Batch 73/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.077 Epoch 4 Batch 74/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.923, Loss: 0.068 Epoch 4 Batch 75/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.080 Epoch 4 Batch 76/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.934, Loss: 0.072 Epoch 4 Batch 77/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.135 Epoch 4 Batch 78/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.073 Epoch 4 Batch 79/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.935, Loss: 0.092 Epoch 4 Batch 80/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.077 Epoch 4 Batch 81/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.089 Epoch 4 Batch 82/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.065 Epoch 4 Batch 83/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.933, Loss: 0.070 Epoch 4 Batch 84/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.933, Loss: 0.104 Epoch 4 Batch 85/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.922, Loss: 0.127 Epoch 4 Batch 86/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.917, Loss: 0.076 Epoch 4 Batch 87/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.917, Loss: 0.066 Epoch 4 Batch 88/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.917, Loss: 0.048 Epoch 4 Batch 89/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.917, Loss: 0.055 Epoch 4 Batch 90/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.918, Loss: 0.074 Epoch 4 Batch 91/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.918, Loss: 0.062 Epoch 4 Batch 92/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.932, Loss: 0.086 Epoch 4 Batch 93/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.089 Epoch 4 Batch 94/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.933, Loss: 0.095 Epoch 4 Batch 95/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.074 Epoch 4 Batch 96/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.933, Loss: 0.092 Epoch 4 Batch 97/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.933, Loss: 0.087 Epoch 4 Batch 98/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.101 Epoch 4 Batch 99/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.933, Loss: 0.065 Epoch 4 Batch 100/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.941, Loss: 0.124 Epoch 4 Batch 101/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.941, Loss: 0.056 Epoch 4 Batch 102/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.077 Epoch 4 Batch 103/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.941, Loss: 0.086 Epoch 4 Batch 104/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.940, Loss: 0.086 Epoch 4 Batch 105/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.072 Epoch 4 Batch 106/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.075 Epoch 4 Batch 107/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.940, Loss: 0.093 Epoch 4 Batch 108/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.923, Loss: 0.077 Epoch 4 Batch 109/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.923, Loss: 0.099 Epoch 4 Batch 110/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.932, Loss: 0.128 Epoch 4 Batch 111/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.065 Epoch 4 Batch 112/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.079 Epoch 4 Batch 113/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.078 Epoch 4 Batch 114/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.047 Epoch 4 Batch 115/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.938, Loss: 0.080 Epoch 4 Batch 116/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.938, Loss: 0.066 Epoch 4 Batch 117/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.937, Loss: 0.062 Epoch 4 Batch 118/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.937, Loss: 0.072 Epoch 4 Batch 119/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.080 Epoch 4 Batch 120/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.937, Loss: 0.077 Epoch 4 Batch 121/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.063 Epoch 4 Batch 122/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.928, Loss: 0.082 Epoch 4 Batch 123/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.921, Loss: 0.097 Epoch 4 Batch 124/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.902, Loss: 0.089 Epoch 4 Batch 125/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.902, Loss: 0.098 Epoch 4 Batch 126/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.927, Loss: 0.118 Epoch 4 Batch 127/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.913, Loss: 0.061 Epoch 4 Batch 128/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.913, Loss: 0.065 Epoch 4 Batch 129/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.913, Loss: 0.071 Epoch 4 Batch 130/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.925, Loss: 0.067 Epoch 4 Batch 131/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.083 Epoch 4 Batch 132/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.073 Epoch 4 Batch 133/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.915, Loss: 0.057 Epoch 4 Batch 134/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.915, Loss: 0.063 Epoch 4 Batch 135/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.915, Loss: 0.096 Epoch 4 Batch 136/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.908, Loss: 0.071 Epoch 4 Batch 137/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.922, Loss: 0.093 Epoch 4 Batch 138/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.070 Epoch 4 Batch 139/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.930, Loss: 0.089 Epoch 4 Batch 140/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.924, Loss: 0.115 Epoch 4 Batch 141/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.915, Loss: 0.077 Epoch 4 Batch 142/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.915, Loss: 0.080 Epoch 4 Batch 143/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.915, Loss: 0.043 Epoch 4 Batch 144/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.915, Loss: 0.062 Epoch 4 Batch 145/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.930, Loss: 0.085 Epoch 4 Batch 146/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.930, Loss: 0.084 Epoch 4 Batch 147/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.930, Loss: 0.070 Epoch 4 Batch 148/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.922, Loss: 0.084 Epoch 4 Batch 149/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.913, Loss: 0.072 Epoch 4 Batch 150/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.060 Epoch 4 Batch 151/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.925, Loss: 0.120 Epoch 4 Batch 152/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.936, Loss: 0.097 Epoch 4 Batch 153/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.086 Epoch 4 Batch 154/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.928, Loss: 0.051 Epoch 4 Batch 155/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.069 Epoch 4 Batch 156/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.930, Loss: 0.077 Epoch 4 Batch 157/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.077 Epoch 4 Batch 158/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.939, Loss: 0.068 Epoch 4 Batch 159/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.084 Epoch 4 Batch 160/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.091 Epoch 4 Batch 161/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.077 Epoch 4 Batch 162/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.934, Loss: 0.069 Epoch 4 Batch 163/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.072 Epoch 4 Batch 164/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.068 Epoch 4 Batch 165/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.948, Loss: 0.072 Epoch 4 Batch 166/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.948, Loss: 0.063 Epoch 4 Batch 167/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.957, Loss: 0.075 Epoch 4 Batch 168/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.066 Epoch 4 Batch 169/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.952, Loss: 0.094 Epoch 4 Batch 170/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.059 Epoch 4 Batch 171/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.064 Epoch 4 Batch 172/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.950, Loss: 0.082 Epoch 4 Batch 173/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.950, Loss: 0.093 Epoch 4 Batch 174/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.074 Epoch 4 Batch 175/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.941, Loss: 0.110 Epoch 4 Batch 176/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.950, Loss: 0.087 Epoch 4 Batch 177/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.950, Loss: 0.075 Epoch 4 Batch 178/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.087 Epoch 4 Batch 179/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.939, Loss: 0.087 Epoch 4 Batch 180/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.092 Epoch 4 Batch 181/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.948, Loss: 0.067 Epoch 4 Batch 182/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.927, Loss: 0.082 Epoch 4 Batch 183/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.064 Epoch 4 Batch 184/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.920, Loss: 0.085 Epoch 4 Batch 185/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.920, Loss: 0.066 Epoch 4 Batch 186/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.929, Loss: 0.102 Epoch 4 Batch 187/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.095 Epoch 4 Batch 188/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.933, Loss: 0.057 Epoch 4 Batch 189/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.065 Epoch 4 Batch 190/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.062 Epoch 4 Batch 191/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.931, Loss: 0.099 Epoch 4 Batch 192/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.097 Epoch 4 Batch 193/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.932, Loss: 0.101 Epoch 4 Batch 194/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.090 Epoch 4 Batch 195/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.916, Loss: 0.073 Epoch 4 Batch 196/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.933, Loss: 0.078 Epoch 4 Batch 197/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.073 Epoch 4 Batch 198/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.083 Epoch 4 Batch 199/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.110 Epoch 4 Batch 200/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.938, Loss: 0.065 Epoch 4 Batch 201/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.078 Epoch 4 Batch 202/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.938, Loss: 0.071 Epoch 4 Batch 203/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.098 Epoch 4 Batch 204/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.927, Loss: 0.068 Epoch 4 Batch 205/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.933, Loss: 0.062 Epoch 4 Batch 206/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.924, Loss: 0.093 Epoch 4 Batch 207/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.934, Loss: 0.093 Epoch 4 Batch 208/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.087 Epoch 4 Batch 209/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.919, Loss: 0.106 Epoch 4 Batch 210/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.061 Epoch 4 Batch 211/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.910, Loss: 0.054 Epoch 4 Batch 212/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.912, Loss: 0.078 Epoch 4 Batch 213/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.907, Loss: 0.070 Epoch 4 Batch 214/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.110 Epoch 4 Batch 215/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.922, Loss: 0.069 Epoch 4 Batch 216/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.922, Loss: 0.093 Epoch 4 Batch 217/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.074 Epoch 4 Batch 218/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.922, Loss: 0.069 Epoch 4 Batch 219/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.915, Loss: 0.081 Epoch 4 Batch 220/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.079 Epoch 4 Batch 221/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.916, Loss: 0.074 Epoch 4 Batch 222/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.916, Loss: 0.069 Epoch 4 Batch 223/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.082 Epoch 4 Batch 224/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.066 Epoch 4 Batch 225/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.061 Epoch 4 Batch 226/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.938, Loss: 0.057 Epoch 4 Batch 227/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.940, Loss: 0.106 Epoch 4 Batch 228/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.940, Loss: 0.055 Epoch 4 Batch 229/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.069 Epoch 4 Batch 230/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.056 Epoch 4 Batch 231/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.935, Loss: 0.087 Epoch 4 Batch 232/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.926, Loss: 0.096 Epoch 4 Batch 233/2154 - Train Accuracy: 0.843, Validation Accuracy: 0.937, Loss: 0.101 Epoch 4 Batch 234/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.930, Loss: 0.059 Epoch 4 Batch 235/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.083 Epoch 4 Batch 236/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.920, Loss: 0.063 Epoch 4 Batch 237/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.924, Loss: 0.091 Epoch 4 Batch 238/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.924, Loss: 0.075 Epoch 4 Batch 239/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.915, Loss: 0.062 Epoch 4 Batch 240/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.906, Loss: 0.079 Epoch 4 Batch 241/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.906, Loss: 0.089 Epoch 4 Batch 242/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.062 Epoch 4 Batch 243/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.930, Loss: 0.088 Epoch 4 Batch 244/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.940, Loss: 0.076 Epoch 4 Batch 245/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.066 Epoch 4 Batch 246/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.072 Epoch 4 Batch 247/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.073 Epoch 4 Batch 248/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.050 Epoch 4 Batch 249/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.084 Epoch 4 Batch 250/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.076 Epoch 4 Batch 251/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.932, Loss: 0.060 Epoch 4 Batch 252/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.108 Epoch 4 Batch 253/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.923, Loss: 0.073 Epoch 4 Batch 254/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.924, Loss: 0.052 Epoch 4 Batch 255/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.923, Loss: 0.060 Epoch 4 Batch 256/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.066 Epoch 4 Batch 257/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.923, Loss: 0.095 Epoch 4 Batch 258/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.925, Loss: 0.057 Epoch 4 Batch 259/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.915, Loss: 0.091 Epoch 4 Batch 260/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.916, Loss: 0.096 Epoch 4 Batch 261/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.906, Loss: 0.063 Epoch 4 Batch 262/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.915, Loss: 0.064 Epoch 4 Batch 263/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.906, Loss: 0.101 Epoch 4 Batch 264/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.906, Loss: 0.070 Epoch 4 Batch 265/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.905, Loss: 0.071 Epoch 4 Batch 266/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.905, Loss: 0.078 Epoch 4 Batch 267/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.913, Loss: 0.074 Epoch 4 Batch 268/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.913, Loss: 0.063 Epoch 4 Batch 269/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.071 Epoch 4 Batch 270/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.080 Epoch 4 Batch 271/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.074 Epoch 4 Batch 272/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.072 Epoch 4 Batch 273/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.926, Loss: 0.044 Epoch 4 Batch 274/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.925, Loss: 0.089 Epoch 4 Batch 275/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.067 Epoch 4 Batch 276/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.927, Loss: 0.062 Epoch 4 Batch 277/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.927, Loss: 0.098 Epoch 4 Batch 278/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.057 Epoch 4 Batch 279/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.926, Loss: 0.043 Epoch 4 Batch 280/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.926, Loss: 0.106 Epoch 4 Batch 281/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.926, Loss: 0.085 Epoch 4 Batch 282/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.058 Epoch 4 Batch 283/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.924, Loss: 0.056 Epoch 4 Batch 284/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.945, Loss: 0.090 Epoch 4 Batch 285/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.952, Loss: 0.078 Epoch 4 Batch 286/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.937, Loss: 0.071 Epoch 4 Batch 287/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.074 Epoch 4 Batch 288/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.935, Loss: 0.073 Epoch 4 Batch 289/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.937, Loss: 0.099 Epoch 4 Batch 290/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.100 Epoch 4 Batch 291/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.096 Epoch 4 Batch 292/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.069 Epoch 4 Batch 293/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.927, Loss: 0.080 Epoch 4 Batch 294/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.927, Loss: 0.168 Epoch 4 Batch 295/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.918, Loss: 0.066 Epoch 4 Batch 296/2154 - Train Accuracy: 0.869, Validation Accuracy: 0.918, Loss: 0.111 Epoch 4 Batch 297/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.910, Loss: 0.084 Epoch 4 Batch 298/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.901, Loss: 0.091 Epoch 4 Batch 299/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.901, Loss: 0.069 Epoch 4 Batch 300/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.909, Loss: 0.077 Epoch 4 Batch 301/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.908, Loss: 0.084 Epoch 4 Batch 302/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.908, Loss: 0.072 Epoch 4 Batch 303/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.908, Loss: 0.057 Epoch 4 Batch 304/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.918, Loss: 0.083 Epoch 4 Batch 305/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.918, Loss: 0.100 Epoch 4 Batch 306/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.088 Epoch 4 Batch 307/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.926, Loss: 0.102 Epoch 4 Batch 308/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.074 Epoch 4 Batch 309/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.067 Epoch 4 Batch 310/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.917, Loss: 0.077 Epoch 4 Batch 311/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.916, Loss: 0.060 Epoch 4 Batch 312/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.925, Loss: 0.073 Epoch 4 Batch 313/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.046 Epoch 4 Batch 314/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.932, Loss: 0.069 Epoch 4 Batch 315/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.069 Epoch 4 Batch 316/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.932, Loss: 0.088 Epoch 4 Batch 317/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.941, Loss: 0.098 Epoch 4 Batch 318/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.950, Loss: 0.097 Epoch 4 Batch 319/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.065 Epoch 4 Batch 320/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.950, Loss: 0.061 Epoch 4 Batch 321/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.945, Loss: 0.078 Epoch 4 Batch 322/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.064 Epoch 4 Batch 323/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.069 Epoch 4 Batch 324/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.935, Loss: 0.052 Epoch 4 Batch 325/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.935, Loss: 0.104 Epoch 4 Batch 326/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.935, Loss: 0.071 Epoch 4 Batch 327/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.088 Epoch 4 Batch 328/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.918, Loss: 0.088 Epoch 4 Batch 329/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.917, Loss: 0.100 Epoch 4 Batch 330/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.061 Epoch 4 Batch 331/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.916, Loss: 0.049 Epoch 4 Batch 332/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.914, Loss: 0.070 Epoch 4 Batch 333/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.914, Loss: 0.088 Epoch 4 Batch 334/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.914, Loss: 0.087 Epoch 4 Batch 335/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.914, Loss: 0.059 Epoch 4 Batch 336/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.914, Loss: 0.086 Epoch 4 Batch 337/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.914, Loss: 0.095 Epoch 4 Batch 338/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.913, Loss: 0.068 Epoch 4 Batch 339/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.913, Loss: 0.110 Epoch 4 Batch 340/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.933, Loss: 0.066 Epoch 4 Batch 341/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.918, Loss: 0.111 Epoch 4 Batch 342/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.909, Loss: 0.079 Epoch 4 Batch 343/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.909, Loss: 0.064 Epoch 4 Batch 344/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.908, Loss: 0.071 Epoch 4 Batch 345/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.908, Loss: 0.079 Epoch 4 Batch 346/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.909, Loss: 0.041 Epoch 4 Batch 347/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.901, Loss: 0.078 Epoch 4 Batch 348/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.899, Loss: 0.086 Epoch 4 Batch 349/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.911, Loss: 0.053 Epoch 4 Batch 350/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.911, Loss: 0.082 Epoch 4 Batch 351/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.920, Loss: 0.105 Epoch 4 Batch 352/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.079 Epoch 4 Batch 353/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.946, Loss: 0.073 Epoch 4 Batch 354/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.069 Epoch 4 Batch 355/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.109 Epoch 4 Batch 356/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.073 Epoch 4 Batch 357/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.086 Epoch 4 Batch 358/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.955, Loss: 0.058 Epoch 4 Batch 359/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.955, Loss: 0.065 Epoch 4 Batch 360/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.955, Loss: 0.075 Epoch 4 Batch 361/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.952, Loss: 0.062 Epoch 4 Batch 362/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.943, Loss: 0.069 Epoch 4 Batch 363/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.949, Loss: 0.093 Epoch 4 Batch 364/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.066 Epoch 4 Batch 365/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.086 Epoch 4 Batch 366/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.086 Epoch 4 Batch 367/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.934, Loss: 0.073 Epoch 4 Batch 368/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.077 Epoch 4 Batch 369/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.935, Loss: 0.042 Epoch 4 Batch 370/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.931, Loss: 0.079 Epoch 4 Batch 371/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.931, Loss: 0.074 Epoch 4 Batch 372/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.919, Loss: 0.092 Epoch 4 Batch 373/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.910, Loss: 0.070 Epoch 4 Batch 374/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.901, Loss: 0.069 Epoch 4 Batch 375/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.901, Loss: 0.059 Epoch 4 Batch 376/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.901, Loss: 0.069 Epoch 4 Batch 377/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.900, Loss: 0.083 Epoch 4 Batch 378/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.909, Loss: 0.069 Epoch 4 Batch 379/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.912, Loss: 0.089 Epoch 4 Batch 380/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.903, Loss: 0.053 Epoch 4 Batch 381/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.899, Loss: 0.084 Epoch 4 Batch 382/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.899, Loss: 0.055 Epoch 4 Batch 383/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.898, Loss: 0.072 Epoch 4 Batch 384/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.907, Loss: 0.055 Epoch 4 Batch 385/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.907, Loss: 0.080 Epoch 4 Batch 386/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.915, Loss: 0.094 Epoch 4 Batch 387/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.915, Loss: 0.059 Epoch 4 Batch 388/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.913, Loss: 0.071 Epoch 4 Batch 389/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.915, Loss: 0.074 Epoch 4 Batch 390/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.919, Loss: 0.062 Epoch 4 Batch 391/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.057 Epoch 4 Batch 392/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.910, Loss: 0.070 Epoch 4 Batch 393/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.910, Loss: 0.068 Epoch 4 Batch 394/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.918, Loss: 0.077 Epoch 4 Batch 395/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.918, Loss: 0.063 Epoch 4 Batch 396/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.911, Loss: 0.094 Epoch 4 Batch 397/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.915, Loss: 0.073 Epoch 4 Batch 398/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.907, Loss: 0.090 Epoch 4 Batch 399/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.907, Loss: 0.068 Epoch 4 Batch 400/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.916, Loss: 0.085 Epoch 4 Batch 401/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.916, Loss: 0.092 Epoch 4 Batch 402/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.073 Epoch 4 Batch 403/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.062 Epoch 4 Batch 404/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.938, Loss: 0.050 Epoch 4 Batch 405/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.938, Loss: 0.065 Epoch 4 Batch 406/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.929, Loss: 0.072 Epoch 4 Batch 407/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.929, Loss: 0.069 Epoch 4 Batch 408/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.924, Loss: 0.067 Epoch 4 Batch 409/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.925, Loss: 0.083 Epoch 4 Batch 410/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.929, Loss: 0.096 Epoch 4 Batch 411/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.929, Loss: 0.100 Epoch 4 Batch 412/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.089 Epoch 4 Batch 413/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.064 Epoch 4 Batch 414/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.081 Epoch 4 Batch 415/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.906, Loss: 0.074 Epoch 4 Batch 416/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.905, Loss: 0.071 Epoch 4 Batch 417/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.904, Loss: 0.074 Epoch 4 Batch 418/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.914, Loss: 0.070 Epoch 4 Batch 419/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.913, Loss: 0.078 Epoch 4 Batch 420/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.051 Epoch 4 Batch 421/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.083 Epoch 4 Batch 422/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.934, Loss: 0.063 Epoch 4 Batch 423/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.078 Epoch 4 Batch 424/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.934, Loss: 0.082 Epoch 4 Batch 425/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.942, Loss: 0.065 Epoch 4 Batch 426/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.933, Loss: 0.056 Epoch 4 Batch 427/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.916, Loss: 0.059 Epoch 4 Batch 428/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.923, Loss: 0.051 Epoch 4 Batch 429/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.923, Loss: 0.063 Epoch 4 Batch 430/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.923, Loss: 0.083 Epoch 4 Batch 431/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.911, Loss: 0.091 Epoch 4 Batch 432/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.911, Loss: 0.096 Epoch 4 Batch 433/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.893, Loss: 0.104 Epoch 4 Batch 434/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.893, Loss: 0.060 Epoch 4 Batch 435/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.901, Loss: 0.074 Epoch 4 Batch 436/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.901, Loss: 0.059 Epoch 4 Batch 437/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.886, Loss: 0.089 Epoch 4 Batch 438/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.896, Loss: 0.101 Epoch 4 Batch 439/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.896, Loss: 0.057 Epoch 4 Batch 440/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.896, Loss: 0.049 Epoch 4 Batch 441/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.906, Loss: 0.073 Epoch 4 Batch 442/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.078 Epoch 4 Batch 443/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.903, Loss: 0.090 Epoch 4 Batch 444/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.895, Loss: 0.057 Epoch 4 Batch 445/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.894, Loss: 0.073 Epoch 4 Batch 446/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.900, Loss: 0.078 Epoch 4 Batch 447/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.909, Loss: 0.047 Epoch 4 Batch 448/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.918, Loss: 0.060 Epoch 4 Batch 449/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.918, Loss: 0.084 Epoch 4 Batch 450/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.919, Loss: 0.061 Epoch 4 Batch 451/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.082 Epoch 4 Batch 452/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.920, Loss: 0.105 Epoch 4 Batch 453/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.920, Loss: 0.078 Epoch 4 Batch 454/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.907, Loss: 0.061 Epoch 4 Batch 455/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.915, Loss: 0.092 Epoch 4 Batch 456/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.906, Loss: 0.089 Epoch 4 Batch 457/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.906, Loss: 0.070 Epoch 4 Batch 458/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.902, Loss: 0.070 Epoch 4 Batch 459/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.911, Loss: 0.085 Epoch 4 Batch 460/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.911, Loss: 0.072 Epoch 4 Batch 461/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.903, Loss: 0.067 Epoch 4 Batch 462/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.903, Loss: 0.079 Epoch 4 Batch 463/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.903, Loss: 0.066 Epoch 4 Batch 464/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.893, Loss: 0.119 Epoch 4 Batch 465/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.893, Loss: 0.060 Epoch 4 Batch 466/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.893, Loss: 0.074 Epoch 4 Batch 467/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.902, Loss: 0.061 Epoch 4 Batch 468/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.901, Loss: 0.132 Epoch 4 Batch 469/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.901, Loss: 0.084 Epoch 4 Batch 470/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.890, Loss: 0.098 Epoch 4 Batch 471/2154 - Train Accuracy: 0.862, Validation Accuracy: 0.890, Loss: 0.114 Epoch 4 Batch 472/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.890, Loss: 0.048 Epoch 4 Batch 473/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.884, Loss: 0.089 Epoch 4 Batch 474/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.884, Loss: 0.077 Epoch 4 Batch 475/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.876, Loss: 0.068 Epoch 4 Batch 476/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.874, Loss: 0.078 Epoch 4 Batch 477/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.887, Loss: 0.066 Epoch 4 Batch 478/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.896, Loss: 0.065 Epoch 4 Batch 479/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.906, Loss: 0.048 Epoch 4 Batch 480/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.912, Loss: 0.060 Epoch 4 Batch 481/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.921, Loss: 0.059 Epoch 4 Batch 482/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.921, Loss: 0.079 Epoch 4 Batch 483/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.939, Loss: 0.063 Epoch 4 Batch 484/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.930, Loss: 0.055 Epoch 4 Batch 485/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.057 Epoch 4 Batch 486/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.930, Loss: 0.062 Epoch 4 Batch 487/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.930, Loss: 0.093 Epoch 4 Batch 488/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.933, Loss: 0.059 Epoch 4 Batch 489/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.928, Loss: 0.060 Epoch 4 Batch 490/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.929, Loss: 0.074 Epoch 4 Batch 491/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.929, Loss: 0.067 Epoch 4 Batch 492/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.917, Loss: 0.071 Epoch 4 Batch 493/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.917, Loss: 0.080 Epoch 4 Batch 494/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.062 Epoch 4 Batch 495/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.943, Loss: 0.063 Epoch 4 Batch 496/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.072 Epoch 4 Batch 497/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.078 Epoch 4 Batch 498/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.068 Epoch 4 Batch 499/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.076 Epoch 4 Batch 500/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.942, Loss: 0.082 Epoch 4 Batch 501/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.942, Loss: 0.081 Epoch 4 Batch 502/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.942, Loss: 0.061 Epoch 4 Batch 503/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.053 Epoch 4 Batch 504/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.943, Loss: 0.093 Epoch 4 Batch 505/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.935, Loss: 0.092 Epoch 4 Batch 506/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.935, Loss: 0.045 Epoch 4 Batch 507/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.932, Loss: 0.090 Epoch 4 Batch 508/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.928, Loss: 0.088 Epoch 4 Batch 509/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.928, Loss: 0.071 Epoch 4 Batch 510/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.928, Loss: 0.059 Epoch 4 Batch 511/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.914, Loss: 0.058 Epoch 4 Batch 512/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.914, Loss: 0.072 Epoch 4 Batch 513/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.913, Loss: 0.126 Epoch 4 Batch 514/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.914, Loss: 0.107 Epoch 4 Batch 515/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.923, Loss: 0.057 Epoch 4 Batch 516/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.066 Epoch 4 Batch 517/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.097 Epoch 4 Batch 518/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.068 Epoch 4 Batch 519/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.097 Epoch 4 Batch 520/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.925, Loss: 0.069 Epoch 4 Batch 521/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.928, Loss: 0.067 Epoch 4 Batch 522/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.054 Epoch 4 Batch 523/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.919, Loss: 0.077 Epoch 4 Batch 524/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.918, Loss: 0.072 Epoch 4 Batch 525/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.930, Loss: 0.085 Epoch 4 Batch 526/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.939, Loss: 0.051 Epoch 4 Batch 527/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.933, Loss: 0.062 Epoch 4 Batch 528/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.933, Loss: 0.057 Epoch 4 Batch 529/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.933, Loss: 0.088 Epoch 4 Batch 530/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.931, Loss: 0.073 Epoch 4 Batch 531/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.923, Loss: 0.071 Epoch 4 Batch 532/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.905, Loss: 0.067 Epoch 4 Batch 533/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.905, Loss: 0.082 Epoch 4 Batch 534/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.913, Loss: 0.096 Epoch 4 Batch 535/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.927, Loss: 0.087 Epoch 4 Batch 536/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.042 Epoch 4 Batch 537/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.933, Loss: 0.084 Epoch 4 Batch 538/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.078 Epoch 4 Batch 539/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.933, Loss: 0.113 Epoch 4 Batch 540/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.078 Epoch 4 Batch 541/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.933, Loss: 0.083 Epoch 4 Batch 542/2154 - Train Accuracy: 0.880, Validation Accuracy: 0.933, Loss: 0.086 Epoch 4 Batch 543/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.933, Loss: 0.068 Epoch 4 Batch 544/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.933, Loss: 0.060 Epoch 4 Batch 545/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.925, Loss: 0.117 Epoch 4 Batch 546/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.925, Loss: 0.111 Epoch 4 Batch 547/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.912, Loss: 0.056 Epoch 4 Batch 548/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.912, Loss: 0.067 Epoch 4 Batch 549/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.912, Loss: 0.091 Epoch 4 Batch 550/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.912, Loss: 0.082 Epoch 4 Batch 551/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.908, Loss: 0.109 Epoch 4 Batch 552/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.918, Loss: 0.069 Epoch 4 Batch 553/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.918, Loss: 0.128 Epoch 4 Batch 554/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.921, Loss: 0.073 Epoch 4 Batch 555/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.921, Loss: 0.099 Epoch 4 Batch 556/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.920, Loss: 0.062 Epoch 4 Batch 557/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.091 Epoch 4 Batch 558/2154 - Train Accuracy: 0.851, Validation Accuracy: 0.920, Loss: 0.110 Epoch 4 Batch 559/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.920, Loss: 0.093 Epoch 4 Batch 560/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.920, Loss: 0.090 Epoch 4 Batch 561/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.920, Loss: 0.078 Epoch 4 Batch 562/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.083 Epoch 4 Batch 563/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.918, Loss: 0.105 Epoch 4 Batch 564/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.928, Loss: 0.089 Epoch 4 Batch 565/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.928, Loss: 0.067 Epoch 4 Batch 566/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.928, Loss: 0.113 Epoch 4 Batch 567/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.079 Epoch 4 Batch 568/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.928, Loss: 0.079 Epoch 4 Batch 569/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.927, Loss: 0.052 Epoch 4 Batch 570/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.925, Loss: 0.095 Epoch 4 Batch 571/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.930, Loss: 0.086 Epoch 4 Batch 572/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.939, Loss: 0.089 Epoch 4 Batch 573/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.068 Epoch 4 Batch 574/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.090 Epoch 4 Batch 575/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.940, Loss: 0.092 Epoch 4 Batch 576/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.056 Epoch 4 Batch 577/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.940, Loss: 0.088 Epoch 4 Batch 578/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.068 Epoch 4 Batch 579/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.934, Loss: 0.080 Epoch 4 Batch 580/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.085 Epoch 4 Batch 581/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.935, Loss: 0.093 Epoch 4 Batch 582/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.101 Epoch 4 Batch 583/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.933, Loss: 0.111 Epoch 4 Batch 584/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.093 Epoch 4 Batch 585/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.085 Epoch 4 Batch 586/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.931, Loss: 0.080 Epoch 4 Batch 587/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.931, Loss: 0.103 Epoch 4 Batch 588/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.084 Epoch 4 Batch 589/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.083 Epoch 4 Batch 590/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.917, Loss: 0.082 Epoch 4 Batch 591/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.910, Loss: 0.080 Epoch 4 Batch 592/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.910, Loss: 0.107 Epoch 4 Batch 593/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.910, Loss: 0.069 Epoch 4 Batch 594/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.913, Loss: 0.086 Epoch 4 Batch 595/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.913, Loss: 0.079 Epoch 4 Batch 596/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.913, Loss: 0.093 Epoch 4 Batch 597/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.921, Loss: 0.075 Epoch 4 Batch 598/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.921, Loss: 0.118 Epoch 4 Batch 599/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.920, Loss: 0.124 Epoch 4 Batch 600/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.059 Epoch 4 Batch 601/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.054 Epoch 4 Batch 602/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.074 Epoch 4 Batch 603/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.930, Loss: 0.066 Epoch 4 Batch 604/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.930, Loss: 0.064 Epoch 4 Batch 605/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.924, Loss: 0.081 Epoch 4 Batch 606/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.925, Loss: 0.068 Epoch 4 Batch 607/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.924, Loss: 0.072 Epoch 4 Batch 608/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.091 Epoch 4 Batch 609/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.920, Loss: 0.115 Epoch 4 Batch 610/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.921, Loss: 0.065 Epoch 4 Batch 611/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.087 Epoch 4 Batch 612/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.926, Loss: 0.058 Epoch 4 Batch 613/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.934, Loss: 0.094 Epoch 4 Batch 614/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.935, Loss: 0.067 Epoch 4 Batch 615/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.927, Loss: 0.081 Epoch 4 Batch 616/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.078 Epoch 4 Batch 617/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.926, Loss: 0.079 Epoch 4 Batch 618/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.918, Loss: 0.123 Epoch 4 Batch 619/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.925, Loss: 0.057 Epoch 4 Batch 620/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.926, Loss: 0.069 Epoch 4 Batch 621/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.926, Loss: 0.087 Epoch 4 Batch 622/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.064 Epoch 4 Batch 623/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.085 Epoch 4 Batch 624/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.075 Epoch 4 Batch 625/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.925, Loss: 0.084 Epoch 4 Batch 626/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.923, Loss: 0.110 Epoch 4 Batch 627/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.923, Loss: 0.064 Epoch 4 Batch 628/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.932, Loss: 0.053 Epoch 4 Batch 629/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.924, Loss: 0.085 Epoch 4 Batch 630/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.067 Epoch 4 Batch 631/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.935, Loss: 0.071 Epoch 4 Batch 632/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.068 Epoch 4 Batch 633/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.935, Loss: 0.064 Epoch 4 Batch 634/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.929, Loss: 0.081 Epoch 4 Batch 635/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.929, Loss: 0.089 Epoch 4 Batch 636/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.929, Loss: 0.090 Epoch 4 Batch 637/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.090 Epoch 4 Batch 638/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.929, Loss: 0.057 Epoch 4 Batch 639/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.920, Loss: 0.088 Epoch 4 Batch 640/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.912, Loss: 0.065 Epoch 4 Batch 641/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.077 Epoch 4 Batch 642/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.917, Loss: 0.102 Epoch 4 Batch 643/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.908, Loss: 0.067 Epoch 4 Batch 644/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.908, Loss: 0.086 Epoch 4 Batch 645/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.899, Loss: 0.060 Epoch 4 Batch 646/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.911, Loss: 0.075 Epoch 4 Batch 647/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.920, Loss: 0.100 Epoch 4 Batch 648/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.906, Loss: 0.061 Epoch 4 Batch 649/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.906, Loss: 0.052 Epoch 4 Batch 650/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.911, Loss: 0.082 Epoch 4 Batch 651/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.911, Loss: 0.077 Epoch 4 Batch 652/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.901, Loss: 0.071 Epoch 4 Batch 653/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.901, Loss: 0.061 Epoch 4 Batch 654/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.908, Loss: 0.073 Epoch 4 Batch 655/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.900, Loss: 0.095 Epoch 4 Batch 656/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.900, Loss: 0.093 Epoch 4 Batch 657/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.900, Loss: 0.106 Epoch 4 Batch 658/2154 - Train Accuracy: 0.874, Validation Accuracy: 0.895, Loss: 0.084 Epoch 4 Batch 659/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.902, Loss: 0.084 Epoch 4 Batch 660/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.902, Loss: 0.080 Epoch 4 Batch 661/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.902, Loss: 0.064 Epoch 4 Batch 662/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.898, Loss: 0.096 Epoch 4 Batch 663/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.898, Loss: 0.086 Epoch 4 Batch 664/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.884, Loss: 0.067 Epoch 4 Batch 665/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.884, Loss: 0.047 Epoch 4 Batch 666/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.884, Loss: 0.060 Epoch 4 Batch 667/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.884, Loss: 0.049 Epoch 4 Batch 668/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.884, Loss: 0.067 Epoch 4 Batch 669/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.884, Loss: 0.077 Epoch 4 Batch 670/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.893, Loss: 0.059 Epoch 4 Batch 671/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.893, Loss: 0.096 Epoch 4 Batch 672/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.893, Loss: 0.047 Epoch 4 Batch 673/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.902, Loss: 0.167 Epoch 4 Batch 674/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.902, Loss: 0.068 Epoch 4 Batch 675/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.902, Loss: 0.092 Epoch 4 Batch 676/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.915, Loss: 0.074 Epoch 4 Batch 677/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.925, Loss: 0.083 Epoch 4 Batch 678/2154 - Train Accuracy: 0.879, Validation Accuracy: 0.920, Loss: 0.109 Epoch 4 Batch 679/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.920, Loss: 0.065 Epoch 4 Batch 680/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.920, Loss: 0.059 Epoch 4 Batch 681/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.922, Loss: 0.068 Epoch 4 Batch 682/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.071 Epoch 4 Batch 683/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.062 Epoch 4 Batch 684/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.938, Loss: 0.121 Epoch 4 Batch 685/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.055 Epoch 4 Batch 686/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.950, Loss: 0.056 Epoch 4 Batch 687/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.076 Epoch 4 Batch 688/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.942, Loss: 0.068 Epoch 4 Batch 689/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.943, Loss: 0.047 Epoch 4 Batch 690/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.940, Loss: 0.085 Epoch 4 Batch 691/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.927, Loss: 0.062 Epoch 4 Batch 692/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.927, Loss: 0.073 Epoch 4 Batch 693/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.927, Loss: 0.066 Epoch 4 Batch 694/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.060 Epoch 4 Batch 695/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.927, Loss: 0.058 Epoch 4 Batch 696/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.928, Loss: 0.054 Epoch 4 Batch 697/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.918, Loss: 0.054 Epoch 4 Batch 698/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.918, Loss: 0.082 Epoch 4 Batch 699/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.909, Loss: 0.074 Epoch 4 Batch 700/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.909, Loss: 0.062 Epoch 4 Batch 701/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.912, Loss: 0.059 Epoch 4 Batch 702/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.912, Loss: 0.066 Epoch 4 Batch 703/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.912, Loss: 0.085 Epoch 4 Batch 704/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.921, Loss: 0.066 Epoch 4 Batch 705/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.920, Loss: 0.062 Epoch 4 Batch 706/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.920, Loss: 0.061 Epoch 4 Batch 707/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.938, Loss: 0.087 Epoch 4 Batch 708/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.093 Epoch 4 Batch 709/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.930, Loss: 0.101 Epoch 4 Batch 710/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.069 Epoch 4 Batch 711/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.932, Loss: 0.064 Epoch 4 Batch 712/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.932, Loss: 0.070 Epoch 4 Batch 713/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.058 Epoch 4 Batch 714/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.922, Loss: 0.082 Epoch 4 Batch 715/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.923, Loss: 0.060 Epoch 4 Batch 716/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.923, Loss: 0.065 Epoch 4 Batch 717/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.908, Loss: 0.090 Epoch 4 Batch 718/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.907, Loss: 0.066 Epoch 4 Batch 719/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.907, Loss: 0.080 Epoch 4 Batch 720/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.917, Loss: 0.088 Epoch 4 Batch 721/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.908, Loss: 0.073 Epoch 4 Batch 722/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.923, Loss: 0.050 Epoch 4 Batch 723/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.072 Epoch 4 Batch 724/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.913, Loss: 0.068 Epoch 4 Batch 725/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.903, Loss: 0.081 Epoch 4 Batch 726/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.912, Loss: 0.097 Epoch 4 Batch 727/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.921, Loss: 0.081 Epoch 4 Batch 728/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.067 Epoch 4 Batch 729/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.925, Loss: 0.056 Epoch 4 Batch 730/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.098 Epoch 4 Batch 731/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.937, Loss: 0.060 Epoch 4 Batch 732/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.068 Epoch 4 Batch 733/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.933, Loss: 0.078 Epoch 4 Batch 734/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.078 Epoch 4 Batch 735/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.911, Loss: 0.054 Epoch 4 Batch 736/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.911, Loss: 0.063 Epoch 4 Batch 737/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.911, Loss: 0.086 Epoch 4 Batch 738/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.919, Loss: 0.068 Epoch 4 Batch 739/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.919, Loss: 0.063 Epoch 4 Batch 740/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.919, Loss: 0.082 Epoch 4 Batch 741/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.100 Epoch 4 Batch 742/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.929, Loss: 0.059 Epoch 4 Batch 743/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.941, Loss: 0.059 Epoch 4 Batch 744/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.061 Epoch 4 Batch 745/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.943, Loss: 0.061 Epoch 4 Batch 746/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.049 Epoch 4 Batch 747/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.943, Loss: 0.077 Epoch 4 Batch 748/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.943, Loss: 0.057 Epoch 4 Batch 749/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.934, Loss: 0.075 Epoch 4 Batch 750/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.922, Loss: 0.099 Epoch 4 Batch 751/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.930, Loss: 0.064 Epoch 4 Batch 752/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.926, Loss: 0.068 Epoch 4 Batch 753/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.079 Epoch 4 Batch 754/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.066 Epoch 4 Batch 755/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.924, Loss: 0.094 Epoch 4 Batch 756/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.924, Loss: 0.070 Epoch 4 Batch 757/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.910, Loss: 0.089 Epoch 4 Batch 758/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.910, Loss: 0.047 Epoch 4 Batch 759/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.913, Loss: 0.094 Epoch 4 Batch 760/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.913, Loss: 0.086 Epoch 4 Batch 761/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.923, Loss: 0.071 Epoch 4 Batch 762/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.056 Epoch 4 Batch 763/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.937, Loss: 0.091 Epoch 4 Batch 764/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.082 Epoch 4 Batch 765/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.916, Loss: 0.103 Epoch 4 Batch 766/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.916, Loss: 0.078 Epoch 4 Batch 767/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.915, Loss: 0.072 Epoch 4 Batch 768/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.906, Loss: 0.069 Epoch 4 Batch 769/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.896, Loss: 0.085 Epoch 4 Batch 770/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.890, Loss: 0.051 Epoch 4 Batch 771/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.890, Loss: 0.075 Epoch 4 Batch 772/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.890, Loss: 0.047 Epoch 4 Batch 773/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.910, Loss: 0.071 Epoch 4 Batch 774/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.910, Loss: 0.077 Epoch 4 Batch 775/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.910, Loss: 0.080 Epoch 4 Batch 776/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.913, Loss: 0.069 Epoch 4 Batch 777/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.068 Epoch 4 Batch 778/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.074 Epoch 4 Batch 779/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.914, Loss: 0.088 Epoch 4 Batch 780/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.915, Loss: 0.052 Epoch 4 Batch 781/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.915, Loss: 0.080 Epoch 4 Batch 782/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.915, Loss: 0.083 Epoch 4 Batch 783/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.923, Loss: 0.051 Epoch 4 Batch 784/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.095 Epoch 4 Batch 785/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.932, Loss: 0.071 Epoch 4 Batch 786/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.083 Epoch 4 Batch 787/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.932, Loss: 0.067 Epoch 4 Batch 788/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.932, Loss: 0.058 Epoch 4 Batch 789/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.086 Epoch 4 Batch 790/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.933, Loss: 0.057 Epoch 4 Batch 791/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.059 Epoch 4 Batch 792/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.083 Epoch 4 Batch 793/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.088 Epoch 4 Batch 794/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.081 Epoch 4 Batch 795/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.072 Epoch 4 Batch 796/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.083 Epoch 4 Batch 797/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.069 Epoch 4 Batch 798/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.081 Epoch 4 Batch 799/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.924, Loss: 0.073 Epoch 4 Batch 800/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.925, Loss: 0.057 Epoch 4 Batch 801/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.915, Loss: 0.068 Epoch 4 Batch 802/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.925, Loss: 0.094 Epoch 4 Batch 803/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.925, Loss: 0.068 Epoch 4 Batch 804/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.048 Epoch 4 Batch 805/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.039 Epoch 4 Batch 806/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.066 Epoch 4 Batch 807/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.958, Loss: 0.066 Epoch 4 Batch 808/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.958, Loss: 0.103 Epoch 4 Batch 809/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.058 Epoch 4 Batch 810/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.932, Loss: 0.065 Epoch 4 Batch 811/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.940, Loss: 0.087 Epoch 4 Batch 812/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.066 Epoch 4 Batch 813/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.044 Epoch 4 Batch 814/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.072 Epoch 4 Batch 815/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.095 Epoch 4 Batch 816/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.933, Loss: 0.074 Epoch 4 Batch 817/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.923, Loss: 0.091 Epoch 4 Batch 818/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.923, Loss: 0.047 Epoch 4 Batch 819/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.918, Loss: 0.075 Epoch 4 Batch 820/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.920, Loss: 0.090 Epoch 4 Batch 821/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.924, Loss: 0.121 Epoch 4 Batch 822/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.936, Loss: 0.060 Epoch 4 Batch 823/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.924, Loss: 0.076 Epoch 4 Batch 824/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.915, Loss: 0.092 Epoch 4 Batch 825/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.915, Loss: 0.070 Epoch 4 Batch 826/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.929, Loss: 0.062 Epoch 4 Batch 827/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.076 Epoch 4 Batch 828/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.062 Epoch 4 Batch 829/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.942, Loss: 0.054 Epoch 4 Batch 830/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.941, Loss: 0.090 Epoch 4 Batch 831/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.950, Loss: 0.093 Epoch 4 Batch 832/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.062 Epoch 4 Batch 833/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.090 Epoch 4 Batch 834/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.058 Epoch 4 Batch 835/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.935, Loss: 0.117 Epoch 4 Batch 836/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.935, Loss: 0.121 Epoch 4 Batch 837/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.066 Epoch 4 Batch 838/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.939, Loss: 0.060 Epoch 4 Batch 839/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.050 Epoch 4 Batch 840/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.931, Loss: 0.080 Epoch 4 Batch 841/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.047 Epoch 4 Batch 842/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.928, Loss: 0.057 Epoch 4 Batch 843/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.928, Loss: 0.103 Epoch 4 Batch 844/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.918, Loss: 0.086 Epoch 4 Batch 845/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.918, Loss: 0.084 Epoch 4 Batch 846/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.918, Loss: 0.061 Epoch 4 Batch 847/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.913, Loss: 0.067 Epoch 4 Batch 848/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.913, Loss: 0.103 Epoch 4 Batch 849/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.909, Loss: 0.084 Epoch 4 Batch 850/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.918, Loss: 0.051 Epoch 4 Batch 851/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.918, Loss: 0.068 Epoch 4 Batch 852/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.915, Loss: 0.081 Epoch 4 Batch 853/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.915, Loss: 0.079 Epoch 4 Batch 854/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.078 Epoch 4 Batch 855/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.084 Epoch 4 Batch 856/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.931, Loss: 0.068 Epoch 4 Batch 857/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.931, Loss: 0.061 Epoch 4 Batch 858/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.931, Loss: 0.060 Epoch 4 Batch 859/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.931, Loss: 0.055 Epoch 4 Batch 860/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.938, Loss: 0.056 Epoch 4 Batch 861/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.056 Epoch 4 Batch 862/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.058 Epoch 4 Batch 863/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.930, Loss: 0.043 Epoch 4 Batch 864/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.935, Loss: 0.061 Epoch 4 Batch 865/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.086 Epoch 4 Batch 866/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.086 Epoch 4 Batch 867/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.100 Epoch 4 Batch 868/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.051 Epoch 4 Batch 869/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.063 Epoch 4 Batch 870/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.930, Loss: 0.061 Epoch 4 Batch 871/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.085 Epoch 4 Batch 872/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.930, Loss: 0.062 Epoch 4 Batch 873/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.922, Loss: 0.072 Epoch 4 Batch 874/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.920, Loss: 0.080 Epoch 4 Batch 875/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.920, Loss: 0.064 Epoch 4 Batch 876/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.920, Loss: 0.056 Epoch 4 Batch 877/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.922, Loss: 0.070 Epoch 4 Batch 878/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.913, Loss: 0.061 Epoch 4 Batch 879/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.913, Loss: 0.073 Epoch 4 Batch 880/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.913, Loss: 0.097 Epoch 4 Batch 881/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.913, Loss: 0.098 Epoch 4 Batch 882/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.911, Loss: 0.094 Epoch 4 Batch 883/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.913, Loss: 0.078 Epoch 4 Batch 884/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.913, Loss: 0.078 Epoch 4 Batch 885/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.910, Loss: 0.094 Epoch 4 Batch 886/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.909, Loss: 0.062 Epoch 4 Batch 887/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.909, Loss: 0.045 Epoch 4 Batch 888/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.913, Loss: 0.090 Epoch 4 Batch 889/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.913, Loss: 0.057 Epoch 4 Batch 890/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.069 Epoch 4 Batch 891/2154 - Train Accuracy: 0.840, Validation Accuracy: 0.919, Loss: 0.092 Epoch 4 Batch 892/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.928, Loss: 0.041 Epoch 4 Batch 893/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.050 Epoch 4 Batch 894/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.053 Epoch 4 Batch 895/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.928, Loss: 0.069 Epoch 4 Batch 896/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.062 Epoch 4 Batch 897/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.928, Loss: 0.094 Epoch 4 Batch 898/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.928, Loss: 0.075 Epoch 4 Batch 899/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.935, Loss: 0.081 Epoch 4 Batch 900/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.069 Epoch 4 Batch 901/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.075 Epoch 4 Batch 902/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.085 Epoch 4 Batch 903/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.932, Loss: 0.076 Epoch 4 Batch 904/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.932, Loss: 0.086 Epoch 4 Batch 905/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.933, Loss: 0.074 Epoch 4 Batch 906/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.938, Loss: 0.075 Epoch 4 Batch 907/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.067 Epoch 4 Batch 908/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.942, Loss: 0.061 Epoch 4 Batch 909/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.942, Loss: 0.084 Epoch 4 Batch 910/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.963, Loss: 0.069 Epoch 4 Batch 911/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.966, Loss: 0.071 Epoch 4 Batch 912/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.966, Loss: 0.095 Epoch 4 Batch 913/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.967, Loss: 0.075 Epoch 4 Batch 914/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.958, Loss: 0.073 Epoch 4 Batch 915/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.958, Loss: 0.058 Epoch 4 Batch 916/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.958, Loss: 0.071 Epoch 4 Batch 917/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.958, Loss: 0.073 Epoch 4 Batch 918/2154 - Train Accuracy: 0.864, Validation Accuracy: 0.958, Loss: 0.092 Epoch 4 Batch 919/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.958, Loss: 0.101 Epoch 4 Batch 920/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.957, Loss: 0.054 Epoch 4 Batch 921/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.957, Loss: 0.051 Epoch 4 Batch 922/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.945, Loss: 0.119 Epoch 4 Batch 923/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.945, Loss: 0.077 Epoch 4 Batch 924/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.944, Loss: 0.063 Epoch 4 Batch 925/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.944, Loss: 0.057 Epoch 4 Batch 926/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.103 Epoch 4 Batch 927/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.936, Loss: 0.072 Epoch 4 Batch 928/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.918, Loss: 0.065 Epoch 4 Batch 929/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.918, Loss: 0.056 Epoch 4 Batch 930/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.918, Loss: 0.093 Epoch 4 Batch 931/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.927, Loss: 0.067 Epoch 4 Batch 932/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.090 Epoch 4 Batch 933/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.945, Loss: 0.070 Epoch 4 Batch 934/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.038 Epoch 4 Batch 935/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.954, Loss: 0.115 Epoch 4 Batch 936/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.076 Epoch 4 Batch 937/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.055 Epoch 4 Batch 938/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.954, Loss: 0.094 Epoch 4 Batch 939/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.954, Loss: 0.068 Epoch 4 Batch 940/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.945, Loss: 0.068 Epoch 4 Batch 941/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.937, Loss: 0.071 Epoch 4 Batch 942/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.060 Epoch 4 Batch 943/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.060 Epoch 4 Batch 944/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.069 Epoch 4 Batch 945/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.949, Loss: 0.048 Epoch 4 Batch 946/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.957, Loss: 0.073 Epoch 4 Batch 947/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.957, Loss: 0.070 Epoch 4 Batch 948/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.081 Epoch 4 Batch 949/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.957, Loss: 0.072 Epoch 4 Batch 950/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.959, Loss: 0.087 Epoch 4 Batch 951/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.063 Epoch 4 Batch 952/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.951, Loss: 0.090 Epoch 4 Batch 953/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.949, Loss: 0.079 Epoch 4 Batch 954/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.058 Epoch 4 Batch 955/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.087 Epoch 4 Batch 956/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.089 Epoch 4 Batch 957/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.940, Loss: 0.081 Epoch 4 Batch 958/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.949, Loss: 0.058 Epoch 4 Batch 959/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.949, Loss: 0.093 Epoch 4 Batch 960/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.948, Loss: 0.087 Epoch 4 Batch 961/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.058 Epoch 4 Batch 962/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.957, Loss: 0.080 Epoch 4 Batch 963/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.948, Loss: 0.062 Epoch 4 Batch 964/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.949, Loss: 0.062 Epoch 4 Batch 965/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.089 Epoch 4 Batch 966/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.931, Loss: 0.074 Epoch 4 Batch 967/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.059 Epoch 4 Batch 968/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.078 Epoch 4 Batch 969/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.066 Epoch 4 Batch 970/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.077 Epoch 4 Batch 971/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.071 Epoch 4 Batch 972/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.075 Epoch 4 Batch 973/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.946, Loss: 0.050 Epoch 4 Batch 974/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.066 Epoch 4 Batch 975/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.080 Epoch 4 Batch 976/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.086 Epoch 4 Batch 977/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.943, Loss: 0.066 Epoch 4 Batch 978/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.943, Loss: 0.074 Epoch 4 Batch 979/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.943, Loss: 0.076 Epoch 4 Batch 980/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.057 Epoch 4 Batch 981/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.940, Loss: 0.072 Epoch 4 Batch 982/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.940, Loss: 0.075 Epoch 4 Batch 983/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.076 Epoch 4 Batch 984/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.066 Epoch 4 Batch 985/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.107 Epoch 4 Batch 986/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.074 Epoch 4 Batch 987/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.066 Epoch 4 Batch 988/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.046 Epoch 4 Batch 989/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.053 Epoch 4 Batch 990/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.934, Loss: 0.054 Epoch 4 Batch 991/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.934, Loss: 0.061 Epoch 4 Batch 992/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.934, Loss: 0.068 Epoch 4 Batch 993/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.064 Epoch 4 Batch 994/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.935, Loss: 0.082 Epoch 4 Batch 995/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.935, Loss: 0.050 Epoch 4 Batch 996/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.087 Epoch 4 Batch 997/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.052 Epoch 4 Batch 998/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.084 Epoch 4 Batch 999/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.068 Epoch 4 Batch 1000/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.935, Loss: 0.067 Epoch 4 Batch 1001/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.936, Loss: 0.040 Epoch 4 Batch 1002/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.061 Epoch 4 Batch 1003/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.059 Epoch 4 Batch 1004/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.054 Epoch 4 Batch 1005/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.049 Epoch 4 Batch 1006/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.943, Loss: 0.087 Epoch 4 Batch 1007/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.943, Loss: 0.058 Epoch 4 Batch 1008/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.072 Epoch 4 Batch 1009/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.943, Loss: 0.069 Epoch 4 Batch 1010/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.943, Loss: 0.063 Epoch 4 Batch 1011/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.064 Epoch 4 Batch 1012/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.949, Loss: 0.054 Epoch 4 Batch 1013/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.080 Epoch 4 Batch 1014/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.942, Loss: 0.079 Epoch 4 Batch 1015/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.945, Loss: 0.063 Epoch 4 Batch 1016/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.950, Loss: 0.060 Epoch 4 Batch 1017/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.950, Loss: 0.058 Epoch 4 Batch 1018/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.060 Epoch 4 Batch 1019/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.952, Loss: 0.081 Epoch 4 Batch 1020/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.960, Loss: 0.076 Epoch 4 Batch 1021/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.960, Loss: 0.080 Epoch 4 Batch 1022/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.961, Loss: 0.063 Epoch 4 Batch 1023/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.052 Epoch 4 Batch 1024/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.960, Loss: 0.083 Epoch 4 Batch 1025/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.050 Epoch 4 Batch 1026/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.073 Epoch 4 Batch 1027/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.940, Loss: 0.073 Epoch 4 Batch 1028/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.940, Loss: 0.089 Epoch 4 Batch 1029/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.940, Loss: 0.066 Epoch 4 Batch 1030/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.069 Epoch 4 Batch 1031/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.088 Epoch 4 Batch 1032/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.043 Epoch 4 Batch 1033/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.080 Epoch 4 Batch 1034/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.083 Epoch 4 Batch 1035/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.059 Epoch 4 Batch 1036/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.940, Loss: 0.085 Epoch 4 Batch 1037/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.059 Epoch 4 Batch 1038/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.064 Epoch 4 Batch 1039/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.072 Epoch 4 Batch 1040/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.049 Epoch 4 Batch 1041/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.928, Loss: 0.073 Epoch 4 Batch 1042/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.920, Loss: 0.043 Epoch 4 Batch 1043/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.051 Epoch 4 Batch 1044/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.928, Loss: 0.080 Epoch 4 Batch 1045/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.940, Loss: 0.092 Epoch 4 Batch 1046/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.943, Loss: 0.076 Epoch 4 Batch 1047/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.943, Loss: 0.085 Epoch 4 Batch 1048/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.947, Loss: 0.066 Epoch 4 Batch 1049/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.947, Loss: 0.061 Epoch 4 Batch 1050/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.947, Loss: 0.100 Epoch 4 Batch 1051/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.063 Epoch 4 Batch 1052/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.947, Loss: 0.079 Epoch 4 Batch 1053/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.055 Epoch 4 Batch 1054/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.965, Loss: 0.069 Epoch 4 Batch 1055/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.957, Loss: 0.074 Epoch 4 Batch 1056/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.974, Loss: 0.076 Epoch 4 Batch 1057/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.965, Loss: 0.077 Epoch 4 Batch 1058/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.966, Loss: 0.065 Epoch 4 Batch 1059/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.965, Loss: 0.046 Epoch 4 Batch 1060/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.965, Loss: 0.091 Epoch 4 Batch 1061/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.956, Loss: 0.094 Epoch 4 Batch 1062/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.957, Loss: 0.078 Epoch 4 Batch 1063/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.957, Loss: 0.069 Epoch 4 Batch 1064/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.956, Loss: 0.065 Epoch 4 Batch 1065/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.077 Epoch 4 Batch 1066/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.955, Loss: 0.093 Epoch 4 Batch 1067/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.938, Loss: 0.073 Epoch 4 Batch 1068/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.075 Epoch 4 Batch 1069/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.926, Loss: 0.082 Epoch 4 Batch 1070/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.935, Loss: 0.091 Epoch 4 Batch 1071/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.075 Epoch 4 Batch 1072/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.944, Loss: 0.072 Epoch 4 Batch 1073/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.944, Loss: 0.076 Epoch 4 Batch 1074/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.058 Epoch 4 Batch 1075/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.056 Epoch 4 Batch 1076/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.947, Loss: 0.063 Epoch 4 Batch 1077/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.050 Epoch 4 Batch 1078/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.050 Epoch 4 Batch 1079/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.948, Loss: 0.107 Epoch 4 Batch 1080/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.948, Loss: 0.089 Epoch 4 Batch 1081/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.054 Epoch 4 Batch 1082/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.949, Loss: 0.062 Epoch 4 Batch 1083/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.957, Loss: 0.065 Epoch 4 Batch 1084/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.957, Loss: 0.081 Epoch 4 Batch 1085/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.052 Epoch 4 Batch 1086/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.958, Loss: 0.060 Epoch 4 Batch 1087/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.099 Epoch 4 Batch 1088/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.048 Epoch 4 Batch 1089/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.957, Loss: 0.055 Epoch 4 Batch 1090/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.948, Loss: 0.065 Epoch 4 Batch 1091/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.949, Loss: 0.073 Epoch 4 Batch 1092/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.950, Loss: 0.078 Epoch 4 Batch 1093/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.950, Loss: 0.102 Epoch 4 Batch 1094/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.957, Loss: 0.071 Epoch 4 Batch 1095/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.053 Epoch 4 Batch 1096/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.085 Epoch 4 Batch 1097/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.937, Loss: 0.093 Epoch 4 Batch 1098/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.938, Loss: 0.080 Epoch 4 Batch 1099/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.929, Loss: 0.072 Epoch 4 Batch 1100/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.931, Loss: 0.084 Epoch 4 Batch 1101/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.066 Epoch 4 Batch 1102/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.932, Loss: 0.080 Epoch 4 Batch 1103/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.923, Loss: 0.059 Epoch 4 Batch 1104/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.923, Loss: 0.087 Epoch 4 Batch 1105/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.923, Loss: 0.058 Epoch 4 Batch 1106/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.923, Loss: 0.097 Epoch 4 Batch 1107/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.922, Loss: 0.064 Epoch 4 Batch 1108/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.922, Loss: 0.095 Epoch 4 Batch 1109/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.054 Epoch 4 Batch 1110/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.081 Epoch 4 Batch 1111/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.923, Loss: 0.085 Epoch 4 Batch 1112/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.923, Loss: 0.060 Epoch 4 Batch 1113/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.056 Epoch 4 Batch 1114/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.063 Epoch 4 Batch 1115/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.940, Loss: 0.059 Epoch 4 Batch 1116/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.056 Epoch 4 Batch 1117/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.937, Loss: 0.059 Epoch 4 Batch 1118/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.051 Epoch 4 Batch 1119/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.077 Epoch 4 Batch 1120/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.920, Loss: 0.058 Epoch 4 Batch 1121/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.920, Loss: 0.081 Epoch 4 Batch 1122/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.911, Loss: 0.054 Epoch 4 Batch 1123/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.908, Loss: 0.051 Epoch 4 Batch 1124/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.059 Epoch 4 Batch 1125/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.055 Epoch 4 Batch 1126/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.924, Loss: 0.070 Epoch 4 Batch 1127/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.924, Loss: 0.077 Epoch 4 Batch 1128/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.074 Epoch 4 Batch 1129/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.091 Epoch 4 Batch 1130/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.925, Loss: 0.069 Epoch 4 Batch 1131/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.095 Epoch 4 Batch 1132/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.091 Epoch 4 Batch 1133/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.073 Epoch 4 Batch 1134/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.937, Loss: 0.063 Epoch 4 Batch 1135/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.948, Loss: 0.055 Epoch 4 Batch 1136/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.948, Loss: 0.063 Epoch 4 Batch 1137/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.066 Epoch 4 Batch 1138/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.073 Epoch 4 Batch 1139/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.935, Loss: 0.070 Epoch 4 Batch 1140/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.066 Epoch 4 Batch 1141/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.926, Loss: 0.090 Epoch 4 Batch 1142/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.926, Loss: 0.088 Epoch 4 Batch 1143/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.055 Epoch 4 Batch 1144/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.932, Loss: 0.051 Epoch 4 Batch 1145/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.933, Loss: 0.067 Epoch 4 Batch 1146/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.072 Epoch 4 Batch 1147/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.077 Epoch 4 Batch 1148/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.103 Epoch 4 Batch 1149/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.091 Epoch 4 Batch 1150/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.938, Loss: 0.088 Epoch 4 Batch 1151/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.934, Loss: 0.070 Epoch 4 Batch 1152/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.045 Epoch 4 Batch 1153/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.063 Epoch 4 Batch 1154/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.064 Epoch 4 Batch 1155/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.946, Loss: 0.058 Epoch 4 Batch 1156/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.086 Epoch 4 Batch 1157/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.944, Loss: 0.066 Epoch 4 Batch 1158/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.943, Loss: 0.065 Epoch 4 Batch 1159/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.069 Epoch 4 Batch 1160/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.947, Loss: 0.066 Epoch 4 Batch 1161/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.056 Epoch 4 Batch 1162/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.947, Loss: 0.078 Epoch 4 Batch 1163/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.051 Epoch 4 Batch 1164/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.933, Loss: 0.062 Epoch 4 Batch 1165/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.072 Epoch 4 Batch 1166/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.934, Loss: 0.060 Epoch 4 Batch 1167/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.934, Loss: 0.083 Epoch 4 Batch 1168/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.066 Epoch 4 Batch 1169/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.095 Epoch 4 Batch 1170/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.931, Loss: 0.063 Epoch 4 Batch 1171/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.053 Epoch 4 Batch 1172/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.065 Epoch 4 Batch 1173/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.929, Loss: 0.050 Epoch 4 Batch 1174/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.062 Epoch 4 Batch 1175/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.086 Epoch 4 Batch 1176/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.070 Epoch 4 Batch 1177/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.065 Epoch 4 Batch 1178/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.924, Loss: 0.061 Epoch 4 Batch 1179/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.915, Loss: 0.050 Epoch 4 Batch 1180/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.913, Loss: 0.071 Epoch 4 Batch 1181/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.913, Loss: 0.078 Epoch 4 Batch 1182/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.913, Loss: 0.074 Epoch 4 Batch 1183/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.913, Loss: 0.059 Epoch 4 Batch 1184/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.899, Loss: 0.087 Epoch 4 Batch 1185/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.910, Loss: 0.079 Epoch 4 Batch 1186/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.919, Loss: 0.088 Epoch 4 Batch 1187/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.919, Loss: 0.107 Epoch 4 Batch 1188/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.919, Loss: 0.075 Epoch 4 Batch 1189/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.917, Loss: 0.081 Epoch 4 Batch 1190/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.908, Loss: 0.070 Epoch 4 Batch 1191/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.903, Loss: 0.061 Epoch 4 Batch 1192/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.927, Loss: 0.093 Epoch 4 Batch 1193/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.069 Epoch 4 Batch 1194/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.081 Epoch 4 Batch 1195/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.048 Epoch 4 Batch 1196/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.059 Epoch 4 Batch 1197/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.934, Loss: 0.081 Epoch 4 Batch 1198/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.925, Loss: 0.056 Epoch 4 Batch 1199/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.925, Loss: 0.072 Epoch 4 Batch 1200/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.938, Loss: 0.116 Epoch 4 Batch 1201/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.055 Epoch 4 Batch 1202/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.942, Loss: 0.086 Epoch 4 Batch 1203/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.942, Loss: 0.054 Epoch 4 Batch 1204/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.942, Loss: 0.089 Epoch 4 Batch 1205/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.951, Loss: 0.085 Epoch 4 Batch 1206/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.070 Epoch 4 Batch 1207/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.951, Loss: 0.065 Epoch 4 Batch 1208/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.951, Loss: 0.066 Epoch 4 Batch 1209/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.939, Loss: 0.094 Epoch 4 Batch 1210/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.064 Epoch 4 Batch 1211/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.939, Loss: 0.062 Epoch 4 Batch 1212/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.939, Loss: 0.128 Epoch 4 Batch 1213/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.939, Loss: 0.056 Epoch 4 Batch 1214/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.050 Epoch 4 Batch 1215/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.939, Loss: 0.073 Epoch 4 Batch 1216/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.070 Epoch 4 Batch 1217/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.939, Loss: 0.060 Epoch 4 Batch 1218/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.078 Epoch 4 Batch 1219/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.939, Loss: 0.076 Epoch 4 Batch 1220/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.067 Epoch 4 Batch 1221/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.081 Epoch 4 Batch 1222/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.925, Loss: 0.073 Epoch 4 Batch 1223/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.070 Epoch 4 Batch 1224/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.058 Epoch 4 Batch 1225/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.064 Epoch 4 Batch 1226/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.067 Epoch 4 Batch 1227/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.933, Loss: 0.111 Epoch 4 Batch 1228/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.053 Epoch 4 Batch 1229/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.066 Epoch 4 Batch 1230/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.940, Loss: 0.076 Epoch 4 Batch 1231/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.940, Loss: 0.041 Epoch 4 Batch 1232/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.092 Epoch 4 Batch 1233/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.943, Loss: 0.066 Epoch 4 Batch 1234/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.067 Epoch 4 Batch 1235/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.074 Epoch 4 Batch 1236/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.934, Loss: 0.063 Epoch 4 Batch 1237/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.069 Epoch 4 Batch 1238/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.934, Loss: 0.061 Epoch 4 Batch 1239/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.053 Epoch 4 Batch 1240/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.934, Loss: 0.057 Epoch 4 Batch 1241/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.934, Loss: 0.053 Epoch 4 Batch 1242/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.069 Epoch 4 Batch 1243/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.936, Loss: 0.069 Epoch 4 Batch 1244/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.935, Loss: 0.078 Epoch 4 Batch 1245/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.090 Epoch 4 Batch 1246/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.071 Epoch 4 Batch 1247/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.938, Loss: 0.093 Epoch 4 Batch 1248/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.059 Epoch 4 Batch 1249/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.077 Epoch 4 Batch 1250/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.057 Epoch 4 Batch 1251/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.937, Loss: 0.056 Epoch 4 Batch 1252/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.056 Epoch 4 Batch 1253/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.066 Epoch 4 Batch 1254/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.928, Loss: 0.083 Epoch 4 Batch 1255/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.918, Loss: 0.069 Epoch 4 Batch 1256/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.061 Epoch 4 Batch 1257/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.918, Loss: 0.086 Epoch 4 Batch 1258/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.918, Loss: 0.076 Epoch 4 Batch 1259/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.918, Loss: 0.052 Epoch 4 Batch 1260/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.918, Loss: 0.099 Epoch 4 Batch 1261/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.918, Loss: 0.068 Epoch 4 Batch 1262/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.922, Loss: 0.053 Epoch 4 Batch 1263/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.067 Epoch 4 Batch 1264/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.063 Epoch 4 Batch 1265/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.927, Loss: 0.078 Epoch 4 Batch 1266/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.927, Loss: 0.047 Epoch 4 Batch 1267/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.056 Epoch 4 Batch 1268/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.940, Loss: 0.089 Epoch 4 Batch 1269/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.940, Loss: 0.050 Epoch 4 Batch 1270/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.041 Epoch 4 Batch 1271/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.057 Epoch 4 Batch 1272/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.076 Epoch 4 Batch 1273/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.946, Loss: 0.066 Epoch 4 Batch 1274/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.945, Loss: 0.071 Epoch 4 Batch 1275/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.945, Loss: 0.074 Epoch 4 Batch 1276/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.052 Epoch 4 Batch 1277/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.064 Epoch 4 Batch 1278/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.945, Loss: 0.087 Epoch 4 Batch 1279/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.944, Loss: 0.080 Epoch 4 Batch 1280/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.101 Epoch 4 Batch 1281/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.934, Loss: 0.052 Epoch 4 Batch 1282/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.937, Loss: 0.067 Epoch 4 Batch 1283/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.937, Loss: 0.052 Epoch 4 Batch 1284/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.938, Loss: 0.081 Epoch 4 Batch 1285/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.058 Epoch 4 Batch 1286/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.054 Epoch 4 Batch 1287/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.071 Epoch 4 Batch 1288/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.053 Epoch 4 Batch 1289/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.937, Loss: 0.101 Epoch 4 Batch 1290/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.937, Loss: 0.055 Epoch 4 Batch 1291/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.072 Epoch 4 Batch 1292/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.934, Loss: 0.099 Epoch 4 Batch 1293/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.050 Epoch 4 Batch 1294/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.082 Epoch 4 Batch 1295/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.066 Epoch 4 Batch 1296/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.063 Epoch 4 Batch 1297/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.067 Epoch 4 Batch 1298/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.040 Epoch 4 Batch 1299/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.071 Epoch 4 Batch 1300/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.079 Epoch 4 Batch 1301/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.066 Epoch 4 Batch 1302/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.938, Loss: 0.065 Epoch 4 Batch 1303/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.946, Loss: 0.074 Epoch 4 Batch 1304/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.062 Epoch 4 Batch 1305/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.935, Loss: 0.063 Epoch 4 Batch 1306/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.944, Loss: 0.065 Epoch 4 Batch 1307/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.082 Epoch 4 Batch 1308/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.069 Epoch 4 Batch 1309/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.932, Loss: 0.052 Epoch 4 Batch 1310/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.079 Epoch 4 Batch 1311/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.049 Epoch 4 Batch 1312/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.922, Loss: 0.086 Epoch 4 Batch 1313/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.922, Loss: 0.074 Epoch 4 Batch 1314/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.917, Loss: 0.073 Epoch 4 Batch 1315/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.917, Loss: 0.079 Epoch 4 Batch 1316/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.056 Epoch 4 Batch 1317/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.935, Loss: 0.054 Epoch 4 Batch 1318/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.051 Epoch 4 Batch 1319/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.109 Epoch 4 Batch 1320/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.929, Loss: 0.044 Epoch 4 Batch 1321/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.929, Loss: 0.070 Epoch 4 Batch 1322/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.929, Loss: 0.083 Epoch 4 Batch 1323/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.042 Epoch 4 Batch 1324/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.075 Epoch 4 Batch 1325/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.058 Epoch 4 Batch 1326/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.073 Epoch 4 Batch 1327/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.926, Loss: 0.042 Epoch 4 Batch 1328/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.061 Epoch 4 Batch 1329/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.935, Loss: 0.063 Epoch 4 Batch 1330/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.935, Loss: 0.080 Epoch 4 Batch 1331/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.053 Epoch 4 Batch 1332/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.923, Loss: 0.078 Epoch 4 Batch 1333/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.923, Loss: 0.065 Epoch 4 Batch 1334/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.923, Loss: 0.085 Epoch 4 Batch 1335/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.923, Loss: 0.097 Epoch 4 Batch 1336/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.923, Loss: 0.058 Epoch 4 Batch 1337/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.054 Epoch 4 Batch 1338/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.922, Loss: 0.062 Epoch 4 Batch 1339/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.925, Loss: 0.050 Epoch 4 Batch 1340/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.925, Loss: 0.070 Epoch 4 Batch 1341/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.065 Epoch 4 Batch 1342/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.930, Loss: 0.091 Epoch 4 Batch 1343/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.936, Loss: 0.087 Epoch 4 Batch 1344/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.924, Loss: 0.058 Epoch 4 Batch 1345/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.924, Loss: 0.073 Epoch 4 Batch 1346/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.056 Epoch 4 Batch 1347/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.918, Loss: 0.074 Epoch 4 Batch 1348/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.918, Loss: 0.068 Epoch 4 Batch 1349/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.918, Loss: 0.054 Epoch 4 Batch 1350/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.918, Loss: 0.069 Epoch 4 Batch 1351/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.918, Loss: 0.095 Epoch 4 Batch 1352/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.918, Loss: 0.104 Epoch 4 Batch 1353/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.909, Loss: 0.045 Epoch 4 Batch 1354/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.930, Loss: 0.061 Epoch 4 Batch 1355/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.073 Epoch 4 Batch 1356/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.947, Loss: 0.101 Epoch 4 Batch 1357/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.060 Epoch 4 Batch 1358/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.056 Epoch 4 Batch 1359/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.939, Loss: 0.068 Epoch 4 Batch 1360/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.063 Epoch 4 Batch 1361/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.929, Loss: 0.077 Epoch 4 Batch 1362/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.929, Loss: 0.047 Epoch 4 Batch 1363/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.916, Loss: 0.071 Epoch 4 Batch 1364/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.916, Loss: 0.086 Epoch 4 Batch 1365/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.942, Loss: 0.067 Epoch 4 Batch 1366/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.942, Loss: 0.059 Epoch 4 Batch 1367/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.057 Epoch 4 Batch 1368/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.942, Loss: 0.052 Epoch 4 Batch 1369/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.063 Epoch 4 Batch 1370/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.952, Loss: 0.052 Epoch 4 Batch 1371/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.944, Loss: 0.087 Epoch 4 Batch 1372/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.952, Loss: 0.073 Epoch 4 Batch 1373/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.055 Epoch 4 Batch 1374/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.952, Loss: 0.071 Epoch 4 Batch 1375/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.076 Epoch 4 Batch 1376/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.954, Loss: 0.089 Epoch 4 Batch 1377/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.070 Epoch 4 Batch 1378/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.067 Epoch 4 Batch 1379/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.051 Epoch 4 Batch 1380/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.940, Loss: 0.061 Epoch 4 Batch 1381/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.071 Epoch 4 Batch 1382/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.928, Loss: 0.073 Epoch 4 Batch 1383/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.070 Epoch 4 Batch 1384/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.103 Epoch 4 Batch 1385/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.058 Epoch 4 Batch 1386/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.052 Epoch 4 Batch 1387/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.939, Loss: 0.065 Epoch 4 Batch 1388/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.939, Loss: 0.113 Epoch 4 Batch 1389/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.924, Loss: 0.088 Epoch 4 Batch 1390/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.067 Epoch 4 Batch 1391/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.071 Epoch 4 Batch 1392/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.051 Epoch 4 Batch 1393/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.922, Loss: 0.056 Epoch 4 Batch 1394/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.104 Epoch 4 Batch 1395/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.067 Epoch 4 Batch 1396/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.051 Epoch 4 Batch 1397/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.928, Loss: 0.085 Epoch 4 Batch 1398/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.928, Loss: 0.054 Epoch 4 Batch 1399/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.080 Epoch 4 Batch 1400/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.913, Loss: 0.057 Epoch 4 Batch 1401/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.915, Loss: 0.060 Epoch 4 Batch 1402/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.928, Loss: 0.067 Epoch 4 Batch 1403/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.920, Loss: 0.073 Epoch 4 Batch 1404/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.927, Loss: 0.089 Epoch 4 Batch 1405/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.081 Epoch 4 Batch 1406/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.930, Loss: 0.067 Epoch 4 Batch 1407/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.930, Loss: 0.060 Epoch 4 Batch 1408/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.095 Epoch 4 Batch 1409/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.928, Loss: 0.085 Epoch 4 Batch 1410/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.928, Loss: 0.081 Epoch 4 Batch 1411/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.919, Loss: 0.104 Epoch 4 Batch 1412/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.920, Loss: 0.069 Epoch 4 Batch 1413/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.920, Loss: 0.093 Epoch 4 Batch 1414/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.925, Loss: 0.127 Epoch 4 Batch 1415/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.085 Epoch 4 Batch 1416/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.915, Loss: 0.091 Epoch 4 Batch 1417/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.924, Loss: 0.091 Epoch 4 Batch 1418/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.919, Loss: 0.093 Epoch 4 Batch 1419/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.907, Loss: 0.121 Epoch 4 Batch 1420/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.907, Loss: 0.066 Epoch 4 Batch 1421/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.903, Loss: 0.057 Epoch 4 Batch 1422/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.904, Loss: 0.054 Epoch 4 Batch 1423/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.915, Loss: 0.072 Epoch 4 Batch 1424/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.915, Loss: 0.098 Epoch 4 Batch 1425/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.923, Loss: 0.043 Epoch 4 Batch 1426/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.921, Loss: 0.061 Epoch 4 Batch 1427/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.921, Loss: 0.057 Epoch 4 Batch 1428/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.068 Epoch 4 Batch 1429/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.921, Loss: 0.067 Epoch 4 Batch 1430/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.896, Loss: 0.069 Epoch 4 Batch 1431/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.902, Loss: 0.097 Epoch 4 Batch 1432/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.913, Loss: 0.071 Epoch 4 Batch 1433/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.913, Loss: 0.070 Epoch 4 Batch 1434/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.925, Loss: 0.044 Epoch 4 Batch 1435/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.925, Loss: 0.060 Epoch 4 Batch 1436/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.053 Epoch 4 Batch 1437/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.077 Epoch 4 Batch 1438/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.054 Epoch 4 Batch 1439/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.918, Loss: 0.061 Epoch 4 Batch 1440/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.918, Loss: 0.085 Epoch 4 Batch 1441/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.076 Epoch 4 Batch 1442/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.928, Loss: 0.068 Epoch 4 Batch 1443/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.076 Epoch 4 Batch 1444/2154 - Train Accuracy: 0.861, Validation Accuracy: 0.956, Loss: 0.085 Epoch 4 Batch 1445/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.074 Epoch 4 Batch 1446/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.947, Loss: 0.064 Epoch 4 Batch 1447/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.067 Epoch 4 Batch 1448/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.068 Epoch 4 Batch 1449/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.086 Epoch 4 Batch 1450/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.084 Epoch 4 Batch 1451/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.962, Loss: 0.056 Epoch 4 Batch 1452/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.060 Epoch 4 Batch 1453/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.962, Loss: 0.058 Epoch 4 Batch 1454/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.070 Epoch 4 Batch 1455/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.962, Loss: 0.065 Epoch 4 Batch 1456/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.055 Epoch 4 Batch 1457/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.947, Loss: 0.070 Epoch 4 Batch 1458/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.947, Loss: 0.096 Epoch 4 Batch 1459/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.938, Loss: 0.064 Epoch 4 Batch 1460/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.098 Epoch 4 Batch 1461/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.946, Loss: 0.076 Epoch 4 Batch 1462/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.083 Epoch 4 Batch 1463/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.956, Loss: 0.062 Epoch 4 Batch 1464/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.964, Loss: 0.084 Epoch 4 Batch 1465/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.062 Epoch 4 Batch 1466/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.938, Loss: 0.092 Epoch 4 Batch 1467/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.925, Loss: 0.102 Epoch 4 Batch 1468/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.045 Epoch 4 Batch 1469/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.068 Epoch 4 Batch 1470/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.054 Epoch 4 Batch 1471/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.049 Epoch 4 Batch 1472/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.915, Loss: 0.059 Epoch 4 Batch 1473/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.912, Loss: 0.043 Epoch 4 Batch 1474/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.912, Loss: 0.072 Epoch 4 Batch 1475/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.913, Loss: 0.096 Epoch 4 Batch 1476/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.922, Loss: 0.061 Epoch 4 Batch 1477/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.044 Epoch 4 Batch 1478/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.930, Loss: 0.066 Epoch 4 Batch 1479/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.050 Epoch 4 Batch 1480/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.064 Epoch 4 Batch 1481/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.064 Epoch 4 Batch 1482/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.045 Epoch 4 Batch 1483/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.930, Loss: 0.101 Epoch 4 Batch 1484/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.922, Loss: 0.055 Epoch 4 Batch 1485/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.922, Loss: 0.087 Epoch 4 Batch 1486/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.924, Loss: 0.052 Epoch 4 Batch 1487/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.924, Loss: 0.076 Epoch 4 Batch 1488/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.065 Epoch 4 Batch 1489/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.066 Epoch 4 Batch 1490/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.060 Epoch 4 Batch 1491/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.081 Epoch 4 Batch 1492/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.068 Epoch 4 Batch 1493/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.936, Loss: 0.041 Epoch 4 Batch 1494/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.075 Epoch 4 Batch 1495/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.928, Loss: 0.064 Epoch 4 Batch 1496/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.919, Loss: 0.054 Epoch 4 Batch 1497/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.919, Loss: 0.060 Epoch 4 Batch 1498/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.056 Epoch 4 Batch 1499/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.919, Loss: 0.057 Epoch 4 Batch 1500/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.067 Epoch 4 Batch 1501/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.928, Loss: 0.058 Epoch 4 Batch 1502/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.921, Loss: 0.056 Epoch 4 Batch 1503/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.930, Loss: 0.081 Epoch 4 Batch 1504/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.060 Epoch 4 Batch 1505/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.942, Loss: 0.065 Epoch 4 Batch 1506/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.067 Epoch 4 Batch 1507/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.082 Epoch 4 Batch 1508/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.042 Epoch 4 Batch 1509/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.941, Loss: 0.058 Epoch 4 Batch 1510/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.066 Epoch 4 Batch 1511/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.058 Epoch 4 Batch 1512/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.084 Epoch 4 Batch 1513/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.073 Epoch 4 Batch 1514/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.939, Loss: 0.057 Epoch 4 Batch 1515/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.939, Loss: 0.058 Epoch 4 Batch 1516/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.939, Loss: 0.070 Epoch 4 Batch 1517/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.930, Loss: 0.081 Epoch 4 Batch 1518/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.930, Loss: 0.046 Epoch 4 Batch 1519/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.063 Epoch 4 Batch 1520/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.041 Epoch 4 Batch 1521/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.939, Loss: 0.093 Epoch 4 Batch 1522/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.039 Epoch 4 Batch 1523/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.063 Epoch 4 Batch 1524/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.939, Loss: 0.050 Epoch 4 Batch 1525/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.060 Epoch 4 Batch 1526/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.929, Loss: 0.043 Epoch 4 Batch 1527/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.059 Epoch 4 Batch 1528/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.059 Epoch 4 Batch 1529/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.939, Loss: 0.075 Epoch 4 Batch 1530/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.070 Epoch 4 Batch 1531/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.060 Epoch 4 Batch 1532/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.938, Loss: 0.068 Epoch 4 Batch 1533/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.938, Loss: 0.068 Epoch 4 Batch 1534/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.929, Loss: 0.086 Epoch 4 Batch 1535/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.057 Epoch 4 Batch 1536/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.104 Epoch 4 Batch 1537/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.938, Loss: 0.068 Epoch 4 Batch 1538/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.946, Loss: 0.062 Epoch 4 Batch 1539/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.948, Loss: 0.055 Epoch 4 Batch 1540/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.948, Loss: 0.075 Epoch 4 Batch 1541/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.957, Loss: 0.049 Epoch 4 Batch 1542/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.957, Loss: 0.061 Epoch 4 Batch 1543/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.087 Epoch 4 Batch 1544/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.070 Epoch 4 Batch 1545/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.957, Loss: 0.070 Epoch 4 Batch 1546/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.946, Loss: 0.062 Epoch 4 Batch 1547/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.076 Epoch 4 Batch 1548/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.043 Epoch 4 Batch 1549/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.075 Epoch 4 Batch 1550/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.087 Epoch 4 Batch 1551/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.956, Loss: 0.079 Epoch 4 Batch 1552/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.956, Loss: 0.054 Epoch 4 Batch 1553/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.955, Loss: 0.055 Epoch 4 Batch 1554/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.044 Epoch 4 Batch 1555/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.071 Epoch 4 Batch 1556/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.068 Epoch 4 Batch 1557/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.066 Epoch 4 Batch 1558/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.070 Epoch 4 Batch 1559/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.955, Loss: 0.074 Epoch 4 Batch 1560/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.955, Loss: 0.066 Epoch 4 Batch 1561/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.955, Loss: 0.088 Epoch 4 Batch 1562/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.956, Loss: 0.079 Epoch 4 Batch 1563/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.957, Loss: 0.055 Epoch 4 Batch 1564/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.061 Epoch 4 Batch 1565/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.949, Loss: 0.089 Epoch 4 Batch 1566/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.949, Loss: 0.051 Epoch 4 Batch 1567/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.948, Loss: 0.069 Epoch 4 Batch 1568/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.948, Loss: 0.087 Epoch 4 Batch 1569/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.947, Loss: 0.042 Epoch 4 Batch 1570/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.054 Epoch 4 Batch 1571/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.949, Loss: 0.073 Epoch 4 Batch 1572/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.054 Epoch 4 Batch 1573/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.949, Loss: 0.076 Epoch 4 Batch 1574/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.952, Loss: 0.055 Epoch 4 Batch 1575/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.952, Loss: 0.057 Epoch 4 Batch 1576/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.076 Epoch 4 Batch 1577/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.943, Loss: 0.051 Epoch 4 Batch 1578/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.058 Epoch 4 Batch 1579/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.056 Epoch 4 Batch 1580/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.084 Epoch 4 Batch 1581/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.942, Loss: 0.065 Epoch 4 Batch 1582/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.942, Loss: 0.103 Epoch 4 Batch 1583/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.944, Loss: 0.081 Epoch 4 Batch 1584/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.940, Loss: 0.060 Epoch 4 Batch 1585/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.068 Epoch 4 Batch 1586/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.072 Epoch 4 Batch 1587/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.073 Epoch 4 Batch 1588/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.922, Loss: 0.056 Epoch 4 Batch 1589/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.930, Loss: 0.049 Epoch 4 Batch 1590/2154 - Train Accuracy: 0.871, Validation Accuracy: 0.943, Loss: 0.064 Epoch 4 Batch 1591/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.061 Epoch 4 Batch 1592/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.935, Loss: 0.088 Epoch 4 Batch 1593/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.935, Loss: 0.051 Epoch 4 Batch 1594/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.065 Epoch 4 Batch 1595/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.071 Epoch 4 Batch 1596/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.046 Epoch 4 Batch 1597/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.941, Loss: 0.071 Epoch 4 Batch 1598/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.929, Loss: 0.065 Epoch 4 Batch 1599/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.929, Loss: 0.074 Epoch 4 Batch 1600/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.928, Loss: 0.075 Epoch 4 Batch 1601/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.067 Epoch 4 Batch 1602/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.066 Epoch 4 Batch 1603/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.950, Loss: 0.097 Epoch 4 Batch 1604/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.061 Epoch 4 Batch 1605/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.062 Epoch 4 Batch 1606/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.071 Epoch 4 Batch 1607/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.945, Loss: 0.070 Epoch 4 Batch 1608/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.088 Epoch 4 Batch 1609/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.056 Epoch 4 Batch 1610/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.936, Loss: 0.033 Epoch 4 Batch 1611/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.928, Loss: 0.067 Epoch 4 Batch 1612/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.934, Loss: 0.065 Epoch 4 Batch 1613/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.060 Epoch 4 Batch 1614/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.060 Epoch 4 Batch 1615/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.041 Epoch 4 Batch 1616/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.943, Loss: 0.074 Epoch 4 Batch 1617/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.937, Loss: 0.072 Epoch 4 Batch 1618/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.943, Loss: 0.097 Epoch 4 Batch 1619/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.955, Loss: 0.073 Epoch 4 Batch 1620/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.955, Loss: 0.102 Epoch 4 Batch 1621/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.952, Loss: 0.050 Epoch 4 Batch 1622/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.051 Epoch 4 Batch 1623/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.955, Loss: 0.090 Epoch 4 Batch 1624/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.955, Loss: 0.055 Epoch 4 Batch 1625/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.068 Epoch 4 Batch 1626/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.949, Loss: 0.069 Epoch 4 Batch 1627/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.949, Loss: 0.069 Epoch 4 Batch 1628/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.949, Loss: 0.067 Epoch 4 Batch 1629/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.949, Loss: 0.071 Epoch 4 Batch 1630/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.949, Loss: 0.050 Epoch 4 Batch 1631/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.949, Loss: 0.054 Epoch 4 Batch 1632/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.069 Epoch 4 Batch 1633/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.957, Loss: 0.073 Epoch 4 Batch 1634/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.077 Epoch 4 Batch 1635/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.961, Loss: 0.084 Epoch 4 Batch 1636/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.073 Epoch 4 Batch 1637/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.069 Epoch 4 Batch 1638/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.940, Loss: 0.101 Epoch 4 Batch 1639/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.095 Epoch 4 Batch 1640/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.941, Loss: 0.041 Epoch 4 Batch 1641/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.947, Loss: 0.059 Epoch 4 Batch 1642/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.060 Epoch 4 Batch 1643/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.062 Epoch 4 Batch 1644/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.084 Epoch 4 Batch 1645/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.937, Loss: 0.049 Epoch 4 Batch 1646/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.937, Loss: 0.077 Epoch 4 Batch 1647/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.067 Epoch 4 Batch 1648/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.054 Epoch 4 Batch 1649/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.937, Loss: 0.064 Epoch 4 Batch 1650/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.938, Loss: 0.057 Epoch 4 Batch 1651/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.062 Epoch 4 Batch 1652/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.920, Loss: 0.054 Epoch 4 Batch 1653/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.946, Loss: 0.049 Epoch 4 Batch 1654/2154 - Train Accuracy: 0.867, Validation Accuracy: 0.946, Loss: 0.086 Epoch 4 Batch 1655/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.946, Loss: 0.068 Epoch 4 Batch 1656/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.941, Loss: 0.060 Epoch 4 Batch 1657/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.944, Loss: 0.088 Epoch 4 Batch 1658/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.032 Epoch 4 Batch 1659/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.943, Loss: 0.085 Epoch 4 Batch 1660/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.072 Epoch 4 Batch 1661/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.950, Loss: 0.105 Epoch 4 Batch 1662/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.950, Loss: 0.056 Epoch 4 Batch 1663/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.050 Epoch 4 Batch 1664/2154 - Train Accuracy: 0.842, Validation Accuracy: 0.950, Loss: 0.074 Epoch 4 Batch 1665/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.056 Epoch 4 Batch 1666/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.941, Loss: 0.074 Epoch 4 Batch 1667/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.950, Loss: 0.091 Epoch 4 Batch 1668/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.959, Loss: 0.055 Epoch 4 Batch 1669/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.068 Epoch 4 Batch 1670/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.950, Loss: 0.057 Epoch 4 Batch 1671/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.938, Loss: 0.071 Epoch 4 Batch 1672/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.058 Epoch 4 Batch 1673/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.048 Epoch 4 Batch 1674/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.940, Loss: 0.073 Epoch 4 Batch 1675/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.940, Loss: 0.100 Epoch 4 Batch 1676/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.937, Loss: 0.084 Epoch 4 Batch 1677/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.950, Loss: 0.043 Epoch 4 Batch 1678/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.078 Epoch 4 Batch 1679/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.052 Epoch 4 Batch 1680/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.060 Epoch 4 Batch 1681/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.929, Loss: 0.055 Epoch 4 Batch 1682/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.921, Loss: 0.066 Epoch 4 Batch 1683/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.913, Loss: 0.092 Epoch 4 Batch 1684/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.916, Loss: 0.085 Epoch 4 Batch 1685/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.925, Loss: 0.058 Epoch 4 Batch 1686/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.925, Loss: 0.071 Epoch 4 Batch 1687/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.064 Epoch 4 Batch 1688/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.051 Epoch 4 Batch 1689/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.061 Epoch 4 Batch 1690/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.925, Loss: 0.060 Epoch 4 Batch 1691/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.067 Epoch 4 Batch 1692/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.945, Loss: 0.052 Epoch 4 Batch 1693/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.093 Epoch 4 Batch 1694/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.955, Loss: 0.070 Epoch 4 Batch 1695/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.955, Loss: 0.067 Epoch 4 Batch 1696/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.955, Loss: 0.078 Epoch 4 Batch 1697/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.954, Loss: 0.095 Epoch 4 Batch 1698/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.056 Epoch 4 Batch 1699/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.958, Loss: 0.048 Epoch 4 Batch 1700/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.958, Loss: 0.061 Epoch 4 Batch 1701/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.957, Loss: 0.090 Epoch 4 Batch 1702/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.957, Loss: 0.136 Epoch 4 Batch 1703/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.957, Loss: 0.051 Epoch 4 Batch 1704/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.957, Loss: 0.104 Epoch 4 Batch 1705/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.097 Epoch 4 Batch 1706/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.957, Loss: 0.084 Epoch 4 Batch 1707/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.066 Epoch 4 Batch 1708/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.957, Loss: 0.068 Epoch 4 Batch 1709/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.969, Loss: 0.090 Epoch 4 Batch 1710/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.969, Loss: 0.082 Epoch 4 Batch 1711/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.969, Loss: 0.073 Epoch 4 Batch 1712/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.969, Loss: 0.055 Epoch 4 Batch 1713/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.960, Loss: 0.082 Epoch 4 Batch 1714/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.967, Loss: 0.053 Epoch 4 Batch 1715/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.955, Loss: 0.083 Epoch 4 Batch 1716/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.942, Loss: 0.053 Epoch 4 Batch 1717/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.063 Epoch 4 Batch 1718/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.066 Epoch 4 Batch 1719/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.940, Loss: 0.092 Epoch 4 Batch 1720/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.087 Epoch 4 Batch 1721/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.939, Loss: 0.083 Epoch 4 Batch 1722/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.073 Epoch 4 Batch 1723/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.059 Epoch 4 Batch 1724/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.938, Loss: 0.059 Epoch 4 Batch 1725/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.061 Epoch 4 Batch 1726/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.059 Epoch 4 Batch 1727/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.058 Epoch 4 Batch 1728/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.066 Epoch 4 Batch 1729/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.073 Epoch 4 Batch 1730/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.055 Epoch 4 Batch 1731/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.938, Loss: 0.092 Epoch 4 Batch 1732/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.055 Epoch 4 Batch 1733/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.079 Epoch 4 Batch 1734/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.947, Loss: 0.081 Epoch 4 Batch 1735/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.939, Loss: 0.091 Epoch 4 Batch 1736/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.941, Loss: 0.126 Epoch 4 Batch 1737/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.096 Epoch 4 Batch 1738/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.057 Epoch 4 Batch 1739/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.932, Loss: 0.060 Epoch 4 Batch 1740/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.069 Epoch 4 Batch 1741/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.933, Loss: 0.060 Epoch 4 Batch 1742/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.937, Loss: 0.082 Epoch 4 Batch 1743/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.936, Loss: 0.052 Epoch 4 Batch 1744/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.068 Epoch 4 Batch 1745/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.075 Epoch 4 Batch 1746/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.081 Epoch 4 Batch 1747/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.053 Epoch 4 Batch 1748/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.942, Loss: 0.082 Epoch 4 Batch 1749/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.079 Epoch 4 Batch 1750/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.076 Epoch 4 Batch 1751/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.062 Epoch 4 Batch 1752/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.913, Loss: 0.103 Epoch 4 Batch 1753/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.917, Loss: 0.054 Epoch 4 Batch 1754/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.915, Loss: 0.058 Epoch 4 Batch 1755/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.055 Epoch 4 Batch 1756/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.043 Epoch 4 Batch 1757/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.077 Epoch 4 Batch 1758/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.063 Epoch 4 Batch 1759/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.929, Loss: 0.049 Epoch 4 Batch 1760/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.925, Loss: 0.052 Epoch 4 Batch 1761/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.091 Epoch 4 Batch 1762/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.937, Loss: 0.040 Epoch 4 Batch 1763/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.937, Loss: 0.055 Epoch 4 Batch 1764/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.090 Epoch 4 Batch 1765/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.927, Loss: 0.054 Epoch 4 Batch 1766/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.927, Loss: 0.071 Epoch 4 Batch 1767/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.098 Epoch 4 Batch 1768/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.930, Loss: 0.114 Epoch 4 Batch 1769/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.056 Epoch 4 Batch 1770/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.940, Loss: 0.078 Epoch 4 Batch 1771/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.052 Epoch 4 Batch 1772/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.041 Epoch 4 Batch 1773/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.066 Epoch 4 Batch 1774/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.950, Loss: 0.056 Epoch 4 Batch 1775/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.959, Loss: 0.076 Epoch 4 Batch 1776/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.961, Loss: 0.113 Epoch 4 Batch 1777/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.054 Epoch 4 Batch 1778/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.059 Epoch 4 Batch 1779/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.073 Epoch 4 Batch 1780/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.930, Loss: 0.055 Epoch 4 Batch 1781/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.930, Loss: 0.078 Epoch 4 Batch 1782/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.925, Loss: 0.056 Epoch 4 Batch 1783/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.932, Loss: 0.076 Epoch 4 Batch 1784/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.048 Epoch 4 Batch 1785/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.930, Loss: 0.036 Epoch 4 Batch 1786/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.930, Loss: 0.071 Epoch 4 Batch 1787/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.938, Loss: 0.071 Epoch 4 Batch 1788/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.058 Epoch 4 Batch 1789/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.082 Epoch 4 Batch 1790/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.068 Epoch 4 Batch 1791/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.100 Epoch 4 Batch 1792/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.053 Epoch 4 Batch 1793/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.066 Epoch 4 Batch 1794/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.067 Epoch 4 Batch 1795/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.944, Loss: 0.051 Epoch 4 Batch 1796/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.063 Epoch 4 Batch 1797/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.934, Loss: 0.058 Epoch 4 Batch 1798/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.934, Loss: 0.056 Epoch 4 Batch 1799/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.935, Loss: 0.075 Epoch 4 Batch 1800/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.065 Epoch 4 Batch 1801/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.067 Epoch 4 Batch 1802/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.069 Epoch 4 Batch 1803/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.947, Loss: 0.095 Epoch 4 Batch 1804/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.946, Loss: 0.083 Epoch 4 Batch 1805/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.946, Loss: 0.079 Epoch 4 Batch 1806/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.086 Epoch 4 Batch 1807/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.053 Epoch 4 Batch 1808/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.947, Loss: 0.077 Epoch 4 Batch 1809/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.947, Loss: 0.049 Epoch 4 Batch 1810/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.948, Loss: 0.066 Epoch 4 Batch 1811/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.049 Epoch 4 Batch 1812/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.935, Loss: 0.070 Epoch 4 Batch 1813/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.058 Epoch 4 Batch 1814/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.934, Loss: 0.053 Epoch 4 Batch 1815/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.060 Epoch 4 Batch 1816/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.076 Epoch 4 Batch 1817/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.103 Epoch 4 Batch 1818/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.047 Epoch 4 Batch 1819/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.109 Epoch 4 Batch 1820/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.047 Epoch 4 Batch 1821/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.934, Loss: 0.071 Epoch 4 Batch 1822/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.071 Epoch 4 Batch 1823/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.933, Loss: 0.075 Epoch 4 Batch 1824/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.931, Loss: 0.080 Epoch 4 Batch 1825/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.059 Epoch 4 Batch 1826/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.077 Epoch 4 Batch 1827/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.939, Loss: 0.086 Epoch 4 Batch 1828/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.089 Epoch 4 Batch 1829/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.930, Loss: 0.059 Epoch 4 Batch 1830/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.921, Loss: 0.126 Epoch 4 Batch 1831/2154 - Train Accuracy: 0.856, Validation Accuracy: 0.919, Loss: 0.062 Epoch 4 Batch 1832/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.919, Loss: 0.051 Epoch 4 Batch 1833/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.919, Loss: 0.098 Epoch 4 Batch 1834/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.053 Epoch 4 Batch 1835/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.065 Epoch 4 Batch 1836/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.919, Loss: 0.047 Epoch 4 Batch 1837/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.919, Loss: 0.060 Epoch 4 Batch 1838/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.903, Loss: 0.063 Epoch 4 Batch 1839/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.901, Loss: 0.069 Epoch 4 Batch 1840/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.901, Loss: 0.045 Epoch 4 Batch 1841/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.901, Loss: 0.064 Epoch 4 Batch 1842/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.901, Loss: 0.088 Epoch 4 Batch 1843/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.903, Loss: 0.089 Epoch 4 Batch 1844/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.903, Loss: 0.045 Epoch 4 Batch 1845/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.903, Loss: 0.083 Epoch 4 Batch 1846/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.910, Loss: 0.085 Epoch 4 Batch 1847/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.910, Loss: 0.046 Epoch 4 Batch 1848/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.903, Loss: 0.046 Epoch 4 Batch 1849/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.904, Loss: 0.065 Epoch 4 Batch 1850/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.913, Loss: 0.090 Epoch 4 Batch 1851/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.913, Loss: 0.056 Epoch 4 Batch 1852/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.913, Loss: 0.048 Epoch 4 Batch 1853/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.913, Loss: 0.058 Epoch 4 Batch 1854/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.921, Loss: 0.073 Epoch 4 Batch 1855/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.920, Loss: 0.064 Epoch 4 Batch 1856/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.912, Loss: 0.074 Epoch 4 Batch 1857/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.097 Epoch 4 Batch 1858/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.920, Loss: 0.056 Epoch 4 Batch 1859/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.915, Loss: 0.089 Epoch 4 Batch 1860/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.913, Loss: 0.059 Epoch 4 Batch 1861/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.913, Loss: 0.066 Epoch 4 Batch 1862/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.907, Loss: 0.049 Epoch 4 Batch 1863/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.924, Loss: 0.075 Epoch 4 Batch 1864/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.042 Epoch 4 Batch 1865/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.075 Epoch 4 Batch 1866/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.944, Loss: 0.075 Epoch 4 Batch 1867/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.062 Epoch 4 Batch 1868/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.926, Loss: 0.074 Epoch 4 Batch 1869/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.924, Loss: 0.054 Epoch 4 Batch 1870/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.915, Loss: 0.054 Epoch 4 Batch 1871/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.915, Loss: 0.072 Epoch 4 Batch 1872/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.915, Loss: 0.067 Epoch 4 Batch 1873/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.071 Epoch 4 Batch 1874/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.942, Loss: 0.073 Epoch 4 Batch 1875/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.088 Epoch 4 Batch 1876/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.065 Epoch 4 Batch 1877/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.935, Loss: 0.091 Epoch 4 Batch 1878/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.927, Loss: 0.062 Epoch 4 Batch 1879/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.066 Epoch 4 Batch 1880/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.068 Epoch 4 Batch 1881/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.054 Epoch 4 Batch 1882/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.944, Loss: 0.060 Epoch 4 Batch 1883/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.940, Loss: 0.061 Epoch 4 Batch 1884/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.066 Epoch 4 Batch 1885/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.929, Loss: 0.084 Epoch 4 Batch 1886/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.930, Loss: 0.056 Epoch 4 Batch 1887/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.077 Epoch 4 Batch 1888/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.929, Loss: 0.052 Epoch 4 Batch 1889/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.923, Loss: 0.047 Epoch 4 Batch 1890/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.923, Loss: 0.053 Epoch 4 Batch 1891/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.923, Loss: 0.054 Epoch 4 Batch 1892/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.932, Loss: 0.044 Epoch 4 Batch 1893/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.923, Loss: 0.054 Epoch 4 Batch 1894/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.923, Loss: 0.057 Epoch 4 Batch 1895/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.918, Loss: 0.046 Epoch 4 Batch 1896/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.077 Epoch 4 Batch 1897/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.911, Loss: 0.069 Epoch 4 Batch 1898/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.920, Loss: 0.070 Epoch 4 Batch 1899/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.929, Loss: 0.038 Epoch 4 Batch 1900/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.929, Loss: 0.050 Epoch 4 Batch 1901/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.928, Loss: 0.059 Epoch 4 Batch 1902/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.928, Loss: 0.062 Epoch 4 Batch 1903/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.940, Loss: 0.085 Epoch 4 Batch 1904/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.086 Epoch 4 Batch 1905/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.940, Loss: 0.042 Epoch 4 Batch 1906/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.054 Epoch 4 Batch 1907/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.060 Epoch 4 Batch 1908/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.946, Loss: 0.052 Epoch 4 Batch 1909/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.946, Loss: 0.085 Epoch 4 Batch 1910/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.038 Epoch 4 Batch 1911/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.945, Loss: 0.102 Epoch 4 Batch 1912/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.054 Epoch 4 Batch 1913/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.944, Loss: 0.072 Epoch 4 Batch 1914/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.066 Epoch 4 Batch 1915/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.945, Loss: 0.041 Epoch 4 Batch 1916/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.945, Loss: 0.066 Epoch 4 Batch 1917/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.060 Epoch 4 Batch 1918/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.922, Loss: 0.057 Epoch 4 Batch 1919/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.919, Loss: 0.071 Epoch 4 Batch 1920/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.919, Loss: 0.041 Epoch 4 Batch 1921/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.919, Loss: 0.044 Epoch 4 Batch 1922/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.919, Loss: 0.075 Epoch 4 Batch 1923/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.919, Loss: 0.034 Epoch 4 Batch 1924/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.920, Loss: 0.075 Epoch 4 Batch 1925/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.908, Loss: 0.055 Epoch 4 Batch 1926/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.908, Loss: 0.071 Epoch 4 Batch 1927/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.913, Loss: 0.089 Epoch 4 Batch 1928/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.915, Loss: 0.083 Epoch 4 Batch 1929/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.918, Loss: 0.044 Epoch 4 Batch 1930/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.917, Loss: 0.051 Epoch 4 Batch 1931/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.917, Loss: 0.057 Epoch 4 Batch 1932/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.926, Loss: 0.084 Epoch 4 Batch 1933/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.062 Epoch 4 Batch 1934/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.054 Epoch 4 Batch 1935/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.932, Loss: 0.069 Epoch 4 Batch 1936/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.933, Loss: 0.069 Epoch 4 Batch 1937/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.928, Loss: 0.095 Epoch 4 Batch 1938/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.919, Loss: 0.091 Epoch 4 Batch 1939/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.098 Epoch 4 Batch 1940/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.917, Loss: 0.060 Epoch 4 Batch 1941/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.915, Loss: 0.068 Epoch 4 Batch 1942/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.923, Loss: 0.061 Epoch 4 Batch 1943/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.915, Loss: 0.083 Epoch 4 Batch 1944/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.915, Loss: 0.071 Epoch 4 Batch 1945/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.915, Loss: 0.042 Epoch 4 Batch 1946/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.915, Loss: 0.069 Epoch 4 Batch 1947/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.915, Loss: 0.040 Epoch 4 Batch 1948/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.915, Loss: 0.049 Epoch 4 Batch 1949/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.914, Loss: 0.043 Epoch 4 Batch 1950/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.931, Loss: 0.045 Epoch 4 Batch 1951/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.920, Loss: 0.071 Epoch 4 Batch 1952/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.932, Loss: 0.031 Epoch 4 Batch 1953/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.932, Loss: 0.054 Epoch 4 Batch 1954/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.938, Loss: 0.058 Epoch 4 Batch 1955/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.050 Epoch 4 Batch 1956/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.045 Epoch 4 Batch 1957/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.925, Loss: 0.056 Epoch 4 Batch 1958/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.917, Loss: 0.073 Epoch 4 Batch 1959/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.917, Loss: 0.052 Epoch 4 Batch 1960/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.917, Loss: 0.080 Epoch 4 Batch 1961/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.917, Loss: 0.076 Epoch 4 Batch 1962/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.060 Epoch 4 Batch 1963/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.054 Epoch 4 Batch 1964/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.934, Loss: 0.101 Epoch 4 Batch 1965/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.067 Epoch 4 Batch 1966/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.076 Epoch 4 Batch 1967/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.061 Epoch 4 Batch 1968/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.070 Epoch 4 Batch 1969/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.937, Loss: 0.076 Epoch 4 Batch 1970/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.935, Loss: 0.072 Epoch 4 Batch 1971/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.935, Loss: 0.062 Epoch 4 Batch 1972/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.935, Loss: 0.046 Epoch 4 Batch 1973/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.042 Epoch 4 Batch 1974/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.927, Loss: 0.078 Epoch 4 Batch 1975/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.927, Loss: 0.069 Epoch 4 Batch 1976/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.927, Loss: 0.053 Epoch 4 Batch 1977/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.922, Loss: 0.089 Epoch 4 Batch 1978/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.083 Epoch 4 Batch 1979/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.069 Epoch 4 Batch 1980/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.908, Loss: 0.067 Epoch 4 Batch 1981/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.908, Loss: 0.061 Epoch 4 Batch 1982/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.913, Loss: 0.069 Epoch 4 Batch 1983/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.921, Loss: 0.096 Epoch 4 Batch 1984/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.920, Loss: 0.051 Epoch 4 Batch 1985/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.921, Loss: 0.071 Epoch 4 Batch 1986/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.925, Loss: 0.065 Epoch 4 Batch 1987/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.925, Loss: 0.051 Epoch 4 Batch 1988/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.050 Epoch 4 Batch 1989/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.934, Loss: 0.064 Epoch 4 Batch 1990/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.056 Epoch 4 Batch 1991/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.064 Epoch 4 Batch 1992/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.071 Epoch 4 Batch 1993/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.916, Loss: 0.043 Epoch 4 Batch 1994/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.923, Loss: 0.068 Epoch 4 Batch 1995/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.923, Loss: 0.081 Epoch 4 Batch 1996/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.923, Loss: 0.063 Epoch 4 Batch 1997/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.073 Epoch 4 Batch 1998/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.925, Loss: 0.050 Epoch 4 Batch 1999/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.934, Loss: 0.058 Epoch 4 Batch 2000/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.084 Epoch 4 Batch 2001/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.062 Epoch 4 Batch 2002/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.057 Epoch 4 Batch 2003/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.932, Loss: 0.062 Epoch 4 Batch 2004/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.932, Loss: 0.051 Epoch 4 Batch 2005/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.933, Loss: 0.063 Epoch 4 Batch 2006/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.925, Loss: 0.031 Epoch 4 Batch 2007/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.071 Epoch 4 Batch 2008/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.064 Epoch 4 Batch 2009/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.933, Loss: 0.047 Epoch 4 Batch 2010/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.115 Epoch 4 Batch 2011/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.074 Epoch 4 Batch 2012/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.061 Epoch 4 Batch 2013/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.932, Loss: 0.053 Epoch 4 Batch 2014/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.050 Epoch 4 Batch 2015/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.056 Epoch 4 Batch 2016/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.940, Loss: 0.067 Epoch 4 Batch 2017/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.073 Epoch 4 Batch 2018/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.077 Epoch 4 Batch 2019/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.055 Epoch 4 Batch 2020/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.938, Loss: 0.037 Epoch 4 Batch 2021/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.063 Epoch 4 Batch 2022/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.058 Epoch 4 Batch 2023/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.067 Epoch 4 Batch 2024/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.921, Loss: 0.043 Epoch 4 Batch 2025/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.920, Loss: 0.050 Epoch 4 Batch 2026/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.927, Loss: 0.042 Epoch 4 Batch 2027/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.927, Loss: 0.041 Epoch 4 Batch 2028/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.918, Loss: 0.059 Epoch 4 Batch 2029/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.056 Epoch 4 Batch 2030/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.054 Epoch 4 Batch 2031/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.912, Loss: 0.065 Epoch 4 Batch 2032/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.912, Loss: 0.094 Epoch 4 Batch 2033/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.911, Loss: 0.063 Epoch 4 Batch 2034/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.927, Loss: 0.063 Epoch 4 Batch 2035/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.928, Loss: 0.046 Epoch 4 Batch 2036/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.055 Epoch 4 Batch 2037/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.935, Loss: 0.057 Epoch 4 Batch 2038/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.927, Loss: 0.055 Epoch 4 Batch 2039/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.927, Loss: 0.097 Epoch 4 Batch 2040/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.918, Loss: 0.060 Epoch 4 Batch 2041/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.918, Loss: 0.061 Epoch 4 Batch 2042/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.922, Loss: 0.053 Epoch 4 Batch 2043/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.913, Loss: 0.065 Epoch 4 Batch 2044/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.912, Loss: 0.068 Epoch 4 Batch 2045/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.903, Loss: 0.037 Epoch 4 Batch 2046/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.903, Loss: 0.065 Epoch 4 Batch 2047/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.903, Loss: 0.064 Epoch 4 Batch 2048/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.897, Loss: 0.060 Epoch 4 Batch 2049/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.897, Loss: 0.072 Epoch 4 Batch 2050/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.897, Loss: 0.082 Epoch 4 Batch 2051/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.897, Loss: 0.058 Epoch 4 Batch 2052/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.897, Loss: 0.057 Epoch 4 Batch 2053/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.897, Loss: 0.114 Epoch 4 Batch 2054/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.903, Loss: 0.044 Epoch 4 Batch 2055/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.913, Loss: 0.073 Epoch 4 Batch 2056/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.913, Loss: 0.036 Epoch 4 Batch 2057/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.051 Epoch 4 Batch 2058/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.922, Loss: 0.062 Epoch 4 Batch 2059/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.045 Epoch 4 Batch 2060/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.922, Loss: 0.079 Epoch 4 Batch 2061/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.068 Epoch 4 Batch 2062/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.925, Loss: 0.060 Epoch 4 Batch 2063/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.927, Loss: 0.060 Epoch 4 Batch 2064/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.927, Loss: 0.066 Epoch 4 Batch 2065/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.054 Epoch 4 Batch 2066/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.932, Loss: 0.083 Epoch 4 Batch 2067/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.932, Loss: 0.065 Epoch 4 Batch 2068/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.078 Epoch 4 Batch 2069/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.050 Epoch 4 Batch 2070/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.063 Epoch 4 Batch 2071/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.912, Loss: 0.051 Epoch 4 Batch 2072/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.920, Loss: 0.048 Epoch 4 Batch 2073/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.911, Loss: 0.079 Epoch 4 Batch 2074/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.920, Loss: 0.069 Epoch 4 Batch 2075/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.920, Loss: 0.065 Epoch 4 Batch 2076/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.920, Loss: 0.055 Epoch 4 Batch 2077/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.918, Loss: 0.108 Epoch 4 Batch 2078/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.926, Loss: 0.055 Epoch 4 Batch 2079/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.927, Loss: 0.076 Epoch 4 Batch 2080/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.920, Loss: 0.050 Epoch 4 Batch 2081/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.060 Epoch 4 Batch 2082/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.072 Epoch 4 Batch 2083/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.929, Loss: 0.043 Epoch 4 Batch 2084/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.086 Epoch 4 Batch 2085/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.929, Loss: 0.053 Epoch 4 Batch 2086/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.048 Epoch 4 Batch 2087/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.927, Loss: 0.055 Epoch 4 Batch 2088/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.074 Epoch 4 Batch 2089/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.918, Loss: 0.069 Epoch 4 Batch 2090/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.920, Loss: 0.080 Epoch 4 Batch 2091/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.920, Loss: 0.057 Epoch 4 Batch 2092/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.066 Epoch 4 Batch 2093/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.928, Loss: 0.042 Epoch 4 Batch 2094/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.928, Loss: 0.044 Epoch 4 Batch 2095/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.936, Loss: 0.046 Epoch 4 Batch 2096/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.936, Loss: 0.058 Epoch 4 Batch 2097/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.057 Epoch 4 Batch 2098/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.078 Epoch 4 Batch 2099/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.095 Epoch 4 Batch 2100/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.066 Epoch 4 Batch 2101/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.937, Loss: 0.040 Epoch 4 Batch 2102/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.945, Loss: 0.061 Epoch 4 Batch 2103/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.052 Epoch 4 Batch 2104/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.061 Epoch 4 Batch 2105/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.070 Epoch 4 Batch 2106/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.064 Epoch 4 Batch 2107/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.941, Loss: 0.085 Epoch 4 Batch 2108/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.042 Epoch 4 Batch 2109/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.052 Epoch 4 Batch 2110/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.945, Loss: 0.063 Epoch 4 Batch 2111/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.945, Loss: 0.071 Epoch 4 Batch 2112/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.070 Epoch 4 Batch 2113/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.045 Epoch 4 Batch 2114/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.924, Loss: 0.072 Epoch 4 Batch 2115/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.915, Loss: 0.071 Epoch 4 Batch 2116/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.915, Loss: 0.072 Epoch 4 Batch 2117/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.917, Loss: 0.076 Epoch 4 Batch 2118/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.917, Loss: 0.057 Epoch 4 Batch 2119/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.913, Loss: 0.083 Epoch 4 Batch 2120/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.930, Loss: 0.052 Epoch 4 Batch 2121/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.931, Loss: 0.043 Epoch 4 Batch 2122/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.046 Epoch 4 Batch 2123/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.931, Loss: 0.100 Epoch 4 Batch 2124/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.931, Loss: 0.063 Epoch 4 Batch 2125/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.946, Loss: 0.069 Epoch 4 Batch 2126/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.946, Loss: 0.041 Epoch 4 Batch 2127/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.090 Epoch 4 Batch 2128/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.924, Loss: 0.080 Epoch 4 Batch 2129/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.924, Loss: 0.065 Epoch 4 Batch 2130/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.913, Loss: 0.050 Epoch 4 Batch 2131/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.912, Loss: 0.046 Epoch 4 Batch 2132/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.915, Loss: 0.055 Epoch 4 Batch 2133/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.924, Loss: 0.043 Epoch 4 Batch 2134/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.924, Loss: 0.070 Epoch 4 Batch 2135/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.915, Loss: 0.095 Epoch 4 Batch 2136/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.924, Loss: 0.075 Epoch 4 Batch 2137/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.047 Epoch 4 Batch 2138/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.924, Loss: 0.036 Epoch 4 Batch 2139/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.920, Loss: 0.051 Epoch 4 Batch 2140/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.920, Loss: 0.042 Epoch 4 Batch 2141/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.920, Loss: 0.066 Epoch 4 Batch 2142/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.903, Loss: 0.051 Epoch 4 Batch 2143/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.907, Loss: 0.056 Epoch 4 Batch 2144/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.898, Loss: 0.065 Epoch 4 Batch 2145/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.899, Loss: 0.073 Epoch 4 Batch 2146/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.904, Loss: 0.060 Epoch 4 Batch 2147/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.918, Loss: 0.079 Epoch 4 Batch 2148/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.928, Loss: 0.076 Epoch 4 Batch 2149/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.107 Epoch 4 Batch 2150/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.071 Epoch 4 Batch 2151/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.057 Epoch 4 Batch 2152/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.075 Epoch 5 Batch 0/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.043 Epoch 5 Batch 1/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.056 Epoch 5 Batch 2/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.067 Epoch 5 Batch 3/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.944, Loss: 0.037 Epoch 5 Batch 4/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.945, Loss: 0.043 Epoch 5 Batch 5/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.076 Epoch 5 Batch 6/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.069 Epoch 5 Batch 7/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.049 Epoch 5 Batch 8/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.934, Loss: 0.100 Epoch 5 Batch 9/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.925, Loss: 0.062 Epoch 5 Batch 10/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.917, Loss: 0.047 Epoch 5 Batch 11/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.917, Loss: 0.102 Epoch 5 Batch 12/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.913, Loss: 0.102 Epoch 5 Batch 13/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.913, Loss: 0.051 Epoch 5 Batch 14/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.913, Loss: 0.078 Epoch 5 Batch 15/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.922, Loss: 0.064 Epoch 5 Batch 16/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.930, Loss: 0.053 Epoch 5 Batch 17/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.928, Loss: 0.075 Epoch 5 Batch 18/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.928, Loss: 0.052 Epoch 5 Batch 19/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.933, Loss: 0.052 Epoch 5 Batch 20/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.933, Loss: 0.056 Epoch 5 Batch 21/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.069 Epoch 5 Batch 22/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.054 Epoch 5 Batch 23/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.089 Epoch 5 Batch 24/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.937, Loss: 0.071 Epoch 5 Batch 25/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.928, Loss: 0.052 Epoch 5 Batch 26/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.927, Loss: 0.048 Epoch 5 Batch 27/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.927, Loss: 0.068 Epoch 5 Batch 28/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.058 Epoch 5 Batch 29/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.918, Loss: 0.045 Epoch 5 Batch 30/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.918, Loss: 0.050 Epoch 5 Batch 31/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.918, Loss: 0.037 Epoch 5 Batch 32/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.076 Epoch 5 Batch 33/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.952, Loss: 0.092 Epoch 5 Batch 34/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.049 Epoch 5 Batch 35/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.962, Loss: 0.066 Epoch 5 Batch 36/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.962, Loss: 0.053 Epoch 5 Batch 37/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.949, Loss: 0.061 Epoch 5 Batch 38/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.949, Loss: 0.066 Epoch 5 Batch 39/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.949, Loss: 0.079 Epoch 5 Batch 40/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.068 Epoch 5 Batch 41/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.074 Epoch 5 Batch 42/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.943, Loss: 0.051 Epoch 5 Batch 43/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.942, Loss: 0.059 Epoch 5 Batch 44/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.936, Loss: 0.088 Epoch 5 Batch 45/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.915, Loss: 0.085 Epoch 5 Batch 46/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.917, Loss: 0.065 Epoch 5 Batch 47/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.927, Loss: 0.054 Epoch 5 Batch 48/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.945, Loss: 0.100 Epoch 5 Batch 49/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.051 Epoch 5 Batch 50/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.940, Loss: 0.082 Epoch 5 Batch 51/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.051 Epoch 5 Batch 52/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.051 Epoch 5 Batch 53/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.955, Loss: 0.063 Epoch 5 Batch 54/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.947, Loss: 0.107 Epoch 5 Batch 55/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.042 Epoch 5 Batch 56/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.066 Epoch 5 Batch 57/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.057 Epoch 5 Batch 58/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.090 Epoch 5 Batch 59/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.090 Epoch 5 Batch 60/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.061 Epoch 5 Batch 61/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.047 Epoch 5 Batch 62/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.938, Loss: 0.053 Epoch 5 Batch 63/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.947, Loss: 0.075 Epoch 5 Batch 64/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.056 Epoch 5 Batch 65/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.063 Epoch 5 Batch 66/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.947, Loss: 0.066 Epoch 5 Batch 67/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.957, Loss: 0.065 Epoch 5 Batch 68/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.047 Epoch 5 Batch 69/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.057 Epoch 5 Batch 70/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.057 Epoch 5 Batch 71/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.089 Epoch 5 Batch 72/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.044 Epoch 5 Batch 73/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.928, Loss: 0.072 Epoch 5 Batch 74/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.056 Epoch 5 Batch 75/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.067 Epoch 5 Batch 76/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.048 Epoch 5 Batch 77/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.108 Epoch 5 Batch 78/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.958, Loss: 0.058 Epoch 5 Batch 79/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.956, Loss: 0.073 Epoch 5 Batch 80/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.058 Epoch 5 Batch 81/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.064 Epoch 5 Batch 82/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.039 Epoch 5 Batch 83/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.930, Loss: 0.072 Epoch 5 Batch 84/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.938, Loss: 0.081 Epoch 5 Batch 85/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.935, Loss: 0.085 Epoch 5 Batch 86/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.060 Epoch 5 Batch 87/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.048 Epoch 5 Batch 88/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.038 Epoch 5 Batch 89/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.037 Epoch 5 Batch 90/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.051 Epoch 5 Batch 91/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.057 Epoch 5 Batch 92/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.071 Epoch 5 Batch 93/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.934, Loss: 0.072 Epoch 5 Batch 94/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.065 Epoch 5 Batch 95/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.934, Loss: 0.054 Epoch 5 Batch 96/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.934, Loss: 0.069 Epoch 5 Batch 97/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.934, Loss: 0.076 Epoch 5 Batch 98/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.935, Loss: 0.086 Epoch 5 Batch 99/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.935, Loss: 0.041 Epoch 5 Batch 100/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.100 Epoch 5 Batch 101/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.066 Epoch 5 Batch 102/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.053 Epoch 5 Batch 103/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.933, Loss: 0.051 Epoch 5 Batch 104/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.933, Loss: 0.079 Epoch 5 Batch 105/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.924, Loss: 0.088 Epoch 5 Batch 106/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.924, Loss: 0.067 Epoch 5 Batch 107/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.923, Loss: 0.067 Epoch 5 Batch 108/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.068 Epoch 5 Batch 109/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.945, Loss: 0.081 Epoch 5 Batch 110/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.088 Epoch 5 Batch 111/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.054 Epoch 5 Batch 112/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.065 Epoch 5 Batch 113/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.047 Epoch 5 Batch 114/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.039 Epoch 5 Batch 115/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.940, Loss: 0.054 Epoch 5 Batch 116/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.939, Loss: 0.068 Epoch 5 Batch 117/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.939, Loss: 0.039 Epoch 5 Batch 118/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.080 Epoch 5 Batch 119/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.943, Loss: 0.059 Epoch 5 Batch 120/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.944, Loss: 0.053 Epoch 5 Batch 121/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.944, Loss: 0.044 Epoch 5 Batch 122/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.952, Loss: 0.058 Epoch 5 Batch 123/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.952, Loss: 0.077 Epoch 5 Batch 124/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.952, Loss: 0.081 Epoch 5 Batch 125/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.943, Loss: 0.053 Epoch 5 Batch 126/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.943, Loss: 0.087 Epoch 5 Batch 127/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.049 Epoch 5 Batch 128/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.036 Epoch 5 Batch 129/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.947, Loss: 0.045 Epoch 5 Batch 130/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.067 Epoch 5 Batch 131/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.066 Epoch 5 Batch 132/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.054 Epoch 5 Batch 133/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.936, Loss: 0.041 Epoch 5 Batch 134/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.053 Epoch 5 Batch 135/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.927, Loss: 0.076 Epoch 5 Batch 136/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.927, Loss: 0.052 Epoch 5 Batch 137/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.927, Loss: 0.085 Epoch 5 Batch 138/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.057 Epoch 5 Batch 139/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.928, Loss: 0.091 Epoch 5 Batch 140/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.921, Loss: 0.095 Epoch 5 Batch 141/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.922, Loss: 0.050 Epoch 5 Batch 142/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.069 Epoch 5 Batch 143/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.926, Loss: 0.054 Epoch 5 Batch 144/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.923, Loss: 0.053 Epoch 5 Batch 145/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.923, Loss: 0.071 Epoch 5 Batch 146/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.905, Loss: 0.062 Epoch 5 Batch 147/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.905, Loss: 0.046 Epoch 5 Batch 148/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.918, Loss: 0.062 Epoch 5 Batch 149/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.918, Loss: 0.064 Epoch 5 Batch 150/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.918, Loss: 0.057 Epoch 5 Batch 151/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.100 Epoch 5 Batch 152/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.926, Loss: 0.052 Epoch 5 Batch 153/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.926, Loss: 0.065 Epoch 5 Batch 154/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.047 Epoch 5 Batch 155/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.056 Epoch 5 Batch 156/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.060 Epoch 5 Batch 157/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.053 Epoch 5 Batch 158/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.927, Loss: 0.049 Epoch 5 Batch 159/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.957, Loss: 0.059 Epoch 5 Batch 160/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.056 Epoch 5 Batch 161/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.060 Epoch 5 Batch 162/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.958, Loss: 0.042 Epoch 5 Batch 163/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.048 Epoch 5 Batch 164/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.060 Epoch 5 Batch 165/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.958, Loss: 0.059 Epoch 5 Batch 166/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.048 Epoch 5 Batch 167/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.063 Epoch 5 Batch 168/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.060 Epoch 5 Batch 169/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.958, Loss: 0.084 Epoch 5 Batch 170/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.950, Loss: 0.049 Epoch 5 Batch 171/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.048 Epoch 5 Batch 172/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.948, Loss: 0.050 Epoch 5 Batch 173/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.948, Loss: 0.077 Epoch 5 Batch 174/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.066 Epoch 5 Batch 175/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.923, Loss: 0.074 Epoch 5 Batch 176/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.925, Loss: 0.082 Epoch 5 Batch 177/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.915, Loss: 0.047 Epoch 5 Batch 178/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.070 Epoch 5 Batch 179/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.924, Loss: 0.066 Epoch 5 Batch 180/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.070 Epoch 5 Batch 181/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.925, Loss: 0.066 Epoch 5 Batch 182/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.923, Loss: 0.060 Epoch 5 Batch 183/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.056 Epoch 5 Batch 184/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.938, Loss: 0.070 Epoch 5 Batch 185/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.057 Epoch 5 Batch 186/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.938, Loss: 0.094 Epoch 5 Batch 187/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.075 Epoch 5 Batch 188/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.934, Loss: 0.044 Epoch 5 Batch 189/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.055 Epoch 5 Batch 190/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.047 Epoch 5 Batch 191/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.071 Epoch 5 Batch 192/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.076 Epoch 5 Batch 193/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.962, Loss: 0.067 Epoch 5 Batch 194/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.067 Epoch 5 Batch 195/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.943, Loss: 0.054 Epoch 5 Batch 196/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.943, Loss: 0.046 Epoch 5 Batch 197/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.935, Loss: 0.058 Epoch 5 Batch 198/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.944, Loss: 0.081 Epoch 5 Batch 199/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.934, Loss: 0.086 Epoch 5 Batch 200/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.044 Epoch 5 Batch 201/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.050 Epoch 5 Batch 202/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.045 Epoch 5 Batch 203/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.947, Loss: 0.083 Epoch 5 Batch 204/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.947, Loss: 0.043 Epoch 5 Batch 205/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.947, Loss: 0.042 Epoch 5 Batch 206/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.080 Epoch 5 Batch 207/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.065 Epoch 5 Batch 208/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.946, Loss: 0.054 Epoch 5 Batch 209/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.944, Loss: 0.090 Epoch 5 Batch 210/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.057 Epoch 5 Batch 211/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.051 Epoch 5 Batch 212/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.070 Epoch 5 Batch 213/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.056 Epoch 5 Batch 214/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.939, Loss: 0.093 Epoch 5 Batch 215/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.938, Loss: 0.055 Epoch 5 Batch 216/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.947, Loss: 0.067 Epoch 5 Batch 217/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.947, Loss: 0.062 Epoch 5 Batch 218/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.947, Loss: 0.053 Epoch 5 Batch 219/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.945, Loss: 0.080 Epoch 5 Batch 220/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.047 Epoch 5 Batch 221/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.947, Loss: 0.045 Epoch 5 Batch 222/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.054 Epoch 5 Batch 223/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.956, Loss: 0.072 Epoch 5 Batch 224/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.046 Epoch 5 Batch 225/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.051 Epoch 5 Batch 226/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.956, Loss: 0.056 Epoch 5 Batch 227/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.947, Loss: 0.079 Epoch 5 Batch 228/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.948, Loss: 0.069 Epoch 5 Batch 229/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.056 Epoch 5 Batch 230/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.056 Epoch 5 Batch 231/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.948, Loss: 0.062 Epoch 5 Batch 232/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.948, Loss: 0.067 Epoch 5 Batch 233/2154 - Train Accuracy: 0.853, Validation Accuracy: 0.948, Loss: 0.085 Epoch 5 Batch 234/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.051 Epoch 5 Batch 235/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.948, Loss: 0.066 Epoch 5 Batch 236/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.948, Loss: 0.059 Epoch 5 Batch 237/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.945, Loss: 0.073 Epoch 5 Batch 238/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.932, Loss: 0.053 Epoch 5 Batch 239/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.933, Loss: 0.046 Epoch 5 Batch 240/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.071 Epoch 5 Batch 241/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.933, Loss: 0.076 Epoch 5 Batch 242/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.925, Loss: 0.071 Epoch 5 Batch 243/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.941, Loss: 0.052 Epoch 5 Batch 244/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.066 Epoch 5 Batch 245/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.048 Epoch 5 Batch 246/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.941, Loss: 0.063 Epoch 5 Batch 247/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.049 Epoch 5 Batch 248/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.048 Epoch 5 Batch 249/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.060 Epoch 5 Batch 250/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.050 Epoch 5 Batch 251/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.051 Epoch 5 Batch 252/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.946, Loss: 0.112 Epoch 5 Batch 253/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.937, Loss: 0.045 Epoch 5 Batch 254/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.937, Loss: 0.041 Epoch 5 Batch 255/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.049 Epoch 5 Batch 256/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.048 Epoch 5 Batch 257/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.938, Loss: 0.064 Epoch 5 Batch 258/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.039 Epoch 5 Batch 259/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.929, Loss: 0.073 Epoch 5 Batch 260/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.925, Loss: 0.069 Epoch 5 Batch 261/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.925, Loss: 0.050 Epoch 5 Batch 262/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.925, Loss: 0.049 Epoch 5 Batch 263/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.913, Loss: 0.073 Epoch 5 Batch 264/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.903, Loss: 0.058 Epoch 5 Batch 265/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.909, Loss: 0.075 Epoch 5 Batch 266/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.910, Loss: 0.051 Epoch 5 Batch 267/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.922, Loss: 0.047 Epoch 5 Batch 268/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.928, Loss: 0.047 Epoch 5 Batch 269/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.921, Loss: 0.058 Epoch 5 Batch 270/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.921, Loss: 0.058 Epoch 5 Batch 271/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.921, Loss: 0.054 Epoch 5 Batch 272/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.918, Loss: 0.061 Epoch 5 Batch 273/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.928, Loss: 0.048 Epoch 5 Batch 274/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.928, Loss: 0.062 Epoch 5 Batch 275/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.937, Loss: 0.041 Epoch 5 Batch 276/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.919, Loss: 0.055 Epoch 5 Batch 277/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.084 Epoch 5 Batch 278/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.919, Loss: 0.049 Epoch 5 Batch 279/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.919, Loss: 0.042 Epoch 5 Batch 280/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.919, Loss: 0.089 Epoch 5 Batch 281/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.928, Loss: 0.060 Epoch 5 Batch 282/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.928, Loss: 0.053 Epoch 5 Batch 283/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.928, Loss: 0.037 Epoch 5 Batch 284/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.928, Loss: 0.059 Epoch 5 Batch 285/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.925, Loss: 0.082 Epoch 5 Batch 286/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.923, Loss: 0.043 Epoch 5 Batch 287/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.923, Loss: 0.052 Epoch 5 Batch 288/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.049 Epoch 5 Batch 289/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.080 Epoch 5 Batch 290/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.920, Loss: 0.081 Epoch 5 Batch 291/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.920, Loss: 0.063 Epoch 5 Batch 292/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.920, Loss: 0.056 Epoch 5 Batch 293/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.071 Epoch 5 Batch 294/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.930, Loss: 0.134 Epoch 5 Batch 295/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.057 Epoch 5 Batch 296/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.931, Loss: 0.075 Epoch 5 Batch 297/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.058 Epoch 5 Batch 298/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.072 Epoch 5 Batch 299/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.929, Loss: 0.045 Epoch 5 Batch 300/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.930, Loss: 0.061 Epoch 5 Batch 301/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.942, Loss: 0.082 Epoch 5 Batch 302/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.933, Loss: 0.054 Epoch 5 Batch 303/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.933, Loss: 0.038 Epoch 5 Batch 304/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.064 Epoch 5 Batch 305/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.070 Epoch 5 Batch 306/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.944, Loss: 0.084 Epoch 5 Batch 307/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.952, Loss: 0.088 Epoch 5 Batch 308/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.942, Loss: 0.053 Epoch 5 Batch 309/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.942, Loss: 0.058 Epoch 5 Batch 310/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.065 Epoch 5 Batch 311/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.930, Loss: 0.069 Epoch 5 Batch 312/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.921, Loss: 0.067 Epoch 5 Batch 313/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.921, Loss: 0.040 Epoch 5 Batch 314/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.930, Loss: 0.061 Epoch 5 Batch 315/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.044 Epoch 5 Batch 316/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.939, Loss: 0.080 Epoch 5 Batch 317/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.068 Epoch 5 Batch 318/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.080 Epoch 5 Batch 319/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.918, Loss: 0.047 Epoch 5 Batch 320/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.913, Loss: 0.050 Epoch 5 Batch 321/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.912, Loss: 0.070 Epoch 5 Batch 322/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.910, Loss: 0.051 Epoch 5 Batch 323/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.910, Loss: 0.066 Epoch 5 Batch 324/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.919, Loss: 0.039 Epoch 5 Batch 325/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.905, Loss: 0.067 Epoch 5 Batch 326/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.917, Loss: 0.071 Epoch 5 Batch 327/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.917, Loss: 0.064 Epoch 5 Batch 328/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.917, Loss: 0.062 Epoch 5 Batch 329/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.926, Loss: 0.077 Epoch 5 Batch 330/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.054 Epoch 5 Batch 331/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.943, Loss: 0.047 Epoch 5 Batch 332/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.952, Loss: 0.064 Epoch 5 Batch 333/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.943, Loss: 0.073 Epoch 5 Batch 334/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.935, Loss: 0.069 Epoch 5 Batch 335/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.935, Loss: 0.045 Epoch 5 Batch 336/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.935, Loss: 0.073 Epoch 5 Batch 337/2154 - Train Accuracy: 0.863, Validation Accuracy: 0.934, Loss: 0.092 Epoch 5 Batch 338/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.934, Loss: 0.052 Epoch 5 Batch 339/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.934, Loss: 0.099 Epoch 5 Batch 340/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.042 Epoch 5 Batch 341/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.930, Loss: 0.057 Epoch 5 Batch 342/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.921, Loss: 0.067 Epoch 5 Batch 343/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.919, Loss: 0.066 Epoch 5 Batch 344/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.063 Epoch 5 Batch 345/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.919, Loss: 0.059 Epoch 5 Batch 346/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.928, Loss: 0.034 Epoch 5 Batch 347/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.054 Epoch 5 Batch 348/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.918, Loss: 0.060 Epoch 5 Batch 349/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.915, Loss: 0.048 Epoch 5 Batch 350/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.067 Epoch 5 Batch 351/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.942, Loss: 0.077 Epoch 5 Batch 352/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.056 Epoch 5 Batch 353/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.947, Loss: 0.053 Epoch 5 Batch 354/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.058 Epoch 5 Batch 355/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.085 Epoch 5 Batch 356/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.055 Epoch 5 Batch 357/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.048 Epoch 5 Batch 358/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.057 Epoch 5 Batch 359/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.959, Loss: 0.065 Epoch 5 Batch 360/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.068 Epoch 5 Batch 361/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.968, Loss: 0.053 Epoch 5 Batch 362/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.964, Loss: 0.055 Epoch 5 Batch 363/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.076 Epoch 5 Batch 364/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.066 Epoch 5 Batch 365/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.955, Loss: 0.068 Epoch 5 Batch 366/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.074 Epoch 5 Batch 367/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.933, Loss: 0.060 Epoch 5 Batch 368/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.059 Epoch 5 Batch 369/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.034 Epoch 5 Batch 370/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.933, Loss: 0.062 Epoch 5 Batch 371/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.081 Epoch 5 Batch 372/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.933, Loss: 0.089 Epoch 5 Batch 373/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.050 Epoch 5 Batch 374/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.950, Loss: 0.061 Epoch 5 Batch 375/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.950, Loss: 0.043 Epoch 5 Batch 376/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.044 Epoch 5 Batch 377/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.065 Epoch 5 Batch 378/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.950, Loss: 0.071 Epoch 5 Batch 379/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.949, Loss: 0.056 Epoch 5 Batch 380/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.047 Epoch 5 Batch 381/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.066 Epoch 5 Batch 382/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.048 Epoch 5 Batch 383/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.064 Epoch 5 Batch 384/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.942, Loss: 0.042 Epoch 5 Batch 385/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.942, Loss: 0.054 Epoch 5 Batch 386/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.071 Epoch 5 Batch 387/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.942, Loss: 0.046 Epoch 5 Batch 388/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.053 Epoch 5 Batch 389/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.939, Loss: 0.064 Epoch 5 Batch 390/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.932, Loss: 0.049 Epoch 5 Batch 391/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.045 Epoch 5 Batch 392/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.055 Epoch 5 Batch 393/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.046 Epoch 5 Batch 394/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.932, Loss: 0.067 Epoch 5 Batch 395/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.935, Loss: 0.048 Epoch 5 Batch 396/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.943, Loss: 0.074 Epoch 5 Batch 397/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.053 Epoch 5 Batch 398/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.943, Loss: 0.080 Epoch 5 Batch 399/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.056 Epoch 5 Batch 400/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.943, Loss: 0.066 Epoch 5 Batch 401/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.943, Loss: 0.057 Epoch 5 Batch 402/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.060 Epoch 5 Batch 403/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.943, Loss: 0.056 Epoch 5 Batch 404/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.038 Epoch 5 Batch 405/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.051 Epoch 5 Batch 406/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.933, Loss: 0.063 Epoch 5 Batch 407/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.072 Epoch 5 Batch 408/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.049 Epoch 5 Batch 409/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.071 Epoch 5 Batch 410/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.924, Loss: 0.072 Epoch 5 Batch 411/2154 - Train Accuracy: 0.888, Validation Accuracy: 0.924, Loss: 0.089 Epoch 5 Batch 412/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.055 Epoch 5 Batch 413/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.051 Epoch 5 Batch 414/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.954, Loss: 0.046 Epoch 5 Batch 415/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.053 Epoch 5 Batch 416/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.953, Loss: 0.046 Epoch 5 Batch 417/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.053 Epoch 5 Batch 418/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.067 Epoch 5 Batch 419/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.961, Loss: 0.055 Epoch 5 Batch 420/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.049 Epoch 5 Batch 421/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.953, Loss: 0.079 Epoch 5 Batch 422/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.953, Loss: 0.071 Epoch 5 Batch 423/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.053 Epoch 5 Batch 424/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.954, Loss: 0.059 Epoch 5 Batch 425/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.954, Loss: 0.048 Epoch 5 Batch 426/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.049 Epoch 5 Batch 427/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.047 Epoch 5 Batch 428/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.036 Epoch 5 Batch 429/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.042 Epoch 5 Batch 430/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.942, Loss: 0.062 Epoch 5 Batch 431/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.942, Loss: 0.064 Epoch 5 Batch 432/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.951, Loss: 0.061 Epoch 5 Batch 433/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.951, Loss: 0.067 Epoch 5 Batch 434/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.062 Epoch 5 Batch 435/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.060 Epoch 5 Batch 436/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.932, Loss: 0.041 Epoch 5 Batch 437/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.932, Loss: 0.067 Epoch 5 Batch 438/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.071 Epoch 5 Batch 439/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.932, Loss: 0.045 Epoch 5 Batch 440/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.932, Loss: 0.046 Epoch 5 Batch 441/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.933, Loss: 0.063 Epoch 5 Batch 442/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.928, Loss: 0.066 Epoch 5 Batch 443/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.077 Epoch 5 Batch 444/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.068 Epoch 5 Batch 445/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.944, Loss: 0.051 Epoch 5 Batch 446/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.060 Epoch 5 Batch 447/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.950, Loss: 0.038 Epoch 5 Batch 448/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.950, Loss: 0.070 Epoch 5 Batch 449/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.950, Loss: 0.059 Epoch 5 Batch 450/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.933, Loss: 0.057 Epoch 5 Batch 451/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.078 Epoch 5 Batch 452/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.079 Epoch 5 Batch 453/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.061 Epoch 5 Batch 454/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.042 Epoch 5 Batch 455/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.948, Loss: 0.065 Epoch 5 Batch 456/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.931, Loss: 0.069 Epoch 5 Batch 457/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.931, Loss: 0.050 Epoch 5 Batch 458/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.931, Loss: 0.051 Epoch 5 Batch 459/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.074 Epoch 5 Batch 460/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.049 Epoch 5 Batch 461/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.940, Loss: 0.052 Epoch 5 Batch 462/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.054 Epoch 5 Batch 463/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.931, Loss: 0.057 Epoch 5 Batch 464/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.928, Loss: 0.091 Epoch 5 Batch 465/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.944, Loss: 0.055 Epoch 5 Batch 466/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.944, Loss: 0.046 Epoch 5 Batch 467/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.049 Epoch 5 Batch 468/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.954, Loss: 0.108 Epoch 5 Batch 469/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.949, Loss: 0.057 Epoch 5 Batch 470/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.949, Loss: 0.076 Epoch 5 Batch 471/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.949, Loss: 0.071 Epoch 5 Batch 472/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.949, Loss: 0.046 Epoch 5 Batch 473/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.069 Epoch 5 Batch 474/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.946, Loss: 0.060 Epoch 5 Batch 475/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.064 Epoch 5 Batch 476/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.061 Epoch 5 Batch 477/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.072 Epoch 5 Batch 478/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.938, Loss: 0.065 Epoch 5 Batch 479/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.035 Epoch 5 Batch 480/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.051 Epoch 5 Batch 481/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.938, Loss: 0.035 Epoch 5 Batch 482/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.943, Loss: 0.077 Epoch 5 Batch 483/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.943, Loss: 0.053 Epoch 5 Batch 484/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.943, Loss: 0.039 Epoch 5 Batch 485/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.045 Epoch 5 Batch 486/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.057 Epoch 5 Batch 487/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.070 Epoch 5 Batch 488/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.042 Epoch 5 Batch 489/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.937, Loss: 0.049 Epoch 5 Batch 490/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.054 Epoch 5 Batch 491/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.945, Loss: 0.049 Epoch 5 Batch 492/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.060 Epoch 5 Batch 493/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.937, Loss: 0.061 Epoch 5 Batch 494/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.060 Epoch 5 Batch 495/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.054 Epoch 5 Batch 496/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.937, Loss: 0.056 Epoch 5 Batch 497/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.061 Epoch 5 Batch 498/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.059 Epoch 5 Batch 499/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.945, Loss: 0.063 Epoch 5 Batch 500/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.945, Loss: 0.062 Epoch 5 Batch 501/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.945, Loss: 0.062 Epoch 5 Batch 502/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.044 Epoch 5 Batch 503/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.059 Epoch 5 Batch 504/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.945, Loss: 0.087 Epoch 5 Batch 505/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.084 Epoch 5 Batch 506/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.937, Loss: 0.034 Epoch 5 Batch 507/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.938, Loss: 0.063 Epoch 5 Batch 508/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.938, Loss: 0.071 Epoch 5 Batch 509/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.062 Epoch 5 Batch 510/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.950, Loss: 0.056 Epoch 5 Batch 511/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.950, Loss: 0.051 Epoch 5 Batch 512/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.049 Epoch 5 Batch 513/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.950, Loss: 0.109 Epoch 5 Batch 514/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.944, Loss: 0.100 Epoch 5 Batch 515/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.049 Epoch 5 Batch 516/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.070 Epoch 5 Batch 517/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.090 Epoch 5 Batch 518/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.061 Epoch 5 Batch 519/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.064 Epoch 5 Batch 520/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.942, Loss: 0.041 Epoch 5 Batch 521/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.054 Epoch 5 Batch 522/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.942, Loss: 0.038 Epoch 5 Batch 523/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.062 Epoch 5 Batch 524/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.065 Epoch 5 Batch 525/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.041 Epoch 5 Batch 526/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.949, Loss: 0.038 Epoch 5 Batch 527/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.948, Loss: 0.046 Epoch 5 Batch 528/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.947, Loss: 0.043 Epoch 5 Batch 529/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.947, Loss: 0.066 Epoch 5 Batch 530/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.948, Loss: 0.072 Epoch 5 Batch 531/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.044 Epoch 5 Batch 532/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.054 Epoch 5 Batch 533/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.948, Loss: 0.050 Epoch 5 Batch 534/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.948, Loss: 0.071 Epoch 5 Batch 535/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.948, Loss: 0.060 Epoch 5 Batch 536/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.942, Loss: 0.035 Epoch 5 Batch 537/2154 - Train Accuracy: 0.890, Validation Accuracy: 0.933, Loss: 0.076 Epoch 5 Batch 538/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.933, Loss: 0.074 Epoch 5 Batch 539/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.945, Loss: 0.103 Epoch 5 Batch 540/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.061 Epoch 5 Batch 541/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.952, Loss: 0.068 Epoch 5 Batch 542/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.960, Loss: 0.074 Epoch 5 Batch 543/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.060 Epoch 5 Batch 544/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.045 Epoch 5 Batch 545/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.934, Loss: 0.093 Epoch 5 Batch 546/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.104 Epoch 5 Batch 547/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.047 Epoch 5 Batch 548/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.921, Loss: 0.060 Epoch 5 Batch 549/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.921, Loss: 0.053 Epoch 5 Batch 550/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.921, Loss: 0.067 Epoch 5 Batch 551/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.921, Loss: 0.075 Epoch 5 Batch 552/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.058 Epoch 5 Batch 553/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.921, Loss: 0.109 Epoch 5 Batch 554/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.921, Loss: 0.054 Epoch 5 Batch 555/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.921, Loss: 0.082 Epoch 5 Batch 556/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.921, Loss: 0.035 Epoch 5 Batch 557/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.069 Epoch 5 Batch 558/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.915, Loss: 0.091 Epoch 5 Batch 559/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.924, Loss: 0.062 Epoch 5 Batch 560/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.924, Loss: 0.072 Epoch 5 Batch 561/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.924, Loss: 0.055 Epoch 5 Batch 562/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.924, Loss: 0.057 Epoch 5 Batch 563/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.924, Loss: 0.085 Epoch 5 Batch 564/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.924, Loss: 0.062 Epoch 5 Batch 565/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.923, Loss: 0.049 Epoch 5 Batch 566/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.923, Loss: 0.083 Epoch 5 Batch 567/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.923, Loss: 0.069 Epoch 5 Batch 568/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.932, Loss: 0.062 Epoch 5 Batch 569/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.929, Loss: 0.039 Epoch 5 Batch 570/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.085 Epoch 5 Batch 571/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.065 Epoch 5 Batch 572/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.929, Loss: 0.075 Epoch 5 Batch 573/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.941, Loss: 0.053 Epoch 5 Batch 574/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.058 Epoch 5 Batch 575/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.933, Loss: 0.094 Epoch 5 Batch 576/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.052 Epoch 5 Batch 577/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.945, Loss: 0.082 Epoch 5 Batch 578/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.945, Loss: 0.044 Epoch 5 Batch 579/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.058 Epoch 5 Batch 580/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.945, Loss: 0.078 Epoch 5 Batch 581/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.082 Epoch 5 Batch 582/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.085 Epoch 5 Batch 583/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.095 Epoch 5 Batch 584/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.091 Epoch 5 Batch 585/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.065 Epoch 5 Batch 586/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.066 Epoch 5 Batch 587/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.073 Epoch 5 Batch 588/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.056 Epoch 5 Batch 589/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.062 Epoch 5 Batch 590/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.071 Epoch 5 Batch 591/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.060 Epoch 5 Batch 592/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.934, Loss: 0.082 Epoch 5 Batch 593/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.051 Epoch 5 Batch 594/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.063 Epoch 5 Batch 595/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.944, Loss: 0.059 Epoch 5 Batch 596/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.945, Loss: 0.088 Epoch 5 Batch 597/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.945, Loss: 0.057 Epoch 5 Batch 598/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.936, Loss: 0.116 Epoch 5 Batch 599/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.936, Loss: 0.096 Epoch 5 Batch 600/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.935, Loss: 0.052 Epoch 5 Batch 601/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.935, Loss: 0.038 Epoch 5 Batch 602/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.047 Epoch 5 Batch 603/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.926, Loss: 0.059 Epoch 5 Batch 604/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.926, Loss: 0.048 Epoch 5 Batch 605/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.065 Epoch 5 Batch 606/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.935, Loss: 0.047 Epoch 5 Batch 607/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.055 Epoch 5 Batch 608/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.067 Epoch 5 Batch 609/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.930, Loss: 0.092 Epoch 5 Batch 610/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.050 Epoch 5 Batch 611/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.062 Epoch 5 Batch 612/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.043 Epoch 5 Batch 613/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.086 Epoch 5 Batch 614/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.944, Loss: 0.054 Epoch 5 Batch 615/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.956, Loss: 0.065 Epoch 5 Batch 616/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.049 Epoch 5 Batch 617/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.958, Loss: 0.060 Epoch 5 Batch 618/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.955, Loss: 0.084 Epoch 5 Batch 619/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.955, Loss: 0.049 Epoch 5 Batch 620/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.947, Loss: 0.051 Epoch 5 Batch 621/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.945, Loss: 0.068 Epoch 5 Batch 622/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.937, Loss: 0.065 Epoch 5 Batch 623/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.937, Loss: 0.064 Epoch 5 Batch 624/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.937, Loss: 0.070 Epoch 5 Batch 625/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.068 Epoch 5 Batch 626/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.936, Loss: 0.078 Epoch 5 Batch 627/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.933, Loss: 0.047 Epoch 5 Batch 628/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.926, Loss: 0.038 Epoch 5 Batch 629/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.926, Loss: 0.069 Epoch 5 Batch 630/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.048 Epoch 5 Batch 631/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.942, Loss: 0.058 Epoch 5 Batch 632/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.057 Epoch 5 Batch 633/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.945, Loss: 0.047 Epoch 5 Batch 634/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.059 Epoch 5 Batch 635/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.065 Epoch 5 Batch 636/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.080 Epoch 5 Batch 637/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.079 Epoch 5 Batch 638/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.039 Epoch 5 Batch 639/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.929, Loss: 0.074 Epoch 5 Batch 640/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.058 Epoch 5 Batch 641/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.929, Loss: 0.055 Epoch 5 Batch 642/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.929, Loss: 0.083 Epoch 5 Batch 643/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.929, Loss: 0.050 Epoch 5 Batch 644/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.929, Loss: 0.070 Epoch 5 Batch 645/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.929, Loss: 0.057 Epoch 5 Batch 646/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.929, Loss: 0.066 Epoch 5 Batch 647/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.929, Loss: 0.061 Epoch 5 Batch 648/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.055 Epoch 5 Batch 649/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.060 Epoch 5 Batch 650/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.935, Loss: 0.079 Epoch 5 Batch 651/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.057 Epoch 5 Batch 652/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.059 Epoch 5 Batch 653/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.061 Epoch 5 Batch 654/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.062 Epoch 5 Batch 655/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.935, Loss: 0.083 Epoch 5 Batch 656/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.087 Epoch 5 Batch 657/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.084 Epoch 5 Batch 658/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.946, Loss: 0.061 Epoch 5 Batch 659/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.946, Loss: 0.086 Epoch 5 Batch 660/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.945, Loss: 0.063 Epoch 5 Batch 661/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.051 Epoch 5 Batch 662/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.937, Loss: 0.079 Epoch 5 Batch 663/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.095 Epoch 5 Batch 664/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.944, Loss: 0.056 Epoch 5 Batch 665/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.039 Epoch 5 Batch 666/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.944, Loss: 0.040 Epoch 5 Batch 667/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.945, Loss: 0.050 Epoch 5 Batch 668/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.057 Epoch 5 Batch 669/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.058 Epoch 5 Batch 670/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.935, Loss: 0.049 Epoch 5 Batch 671/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.082 Epoch 5 Batch 672/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.928, Loss: 0.044 Epoch 5 Batch 673/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.124 Epoch 5 Batch 674/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.936, Loss: 0.048 Epoch 5 Batch 675/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.936, Loss: 0.061 Epoch 5 Batch 676/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.936, Loss: 0.071 Epoch 5 Batch 677/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.937, Loss: 0.092 Epoch 5 Batch 678/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.944, Loss: 0.100 Epoch 5 Batch 679/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.064 Epoch 5 Batch 680/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.048 Epoch 5 Batch 681/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.935, Loss: 0.067 Epoch 5 Batch 682/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.939, Loss: 0.046 Epoch 5 Batch 683/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.057 Epoch 5 Batch 684/2154 - Train Accuracy: 0.894, Validation Accuracy: 0.943, Loss: 0.107 Epoch 5 Batch 685/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.935, Loss: 0.049 Epoch 5 Batch 686/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.943, Loss: 0.043 Epoch 5 Batch 687/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.943, Loss: 0.063 Epoch 5 Batch 688/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.952, Loss: 0.067 Epoch 5 Batch 689/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.943, Loss: 0.038 Epoch 5 Batch 690/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.938, Loss: 0.074 Epoch 5 Batch 691/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.048 Epoch 5 Batch 692/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.055 Epoch 5 Batch 693/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.935, Loss: 0.050 Epoch 5 Batch 694/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.935, Loss: 0.060 Epoch 5 Batch 695/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.047 Epoch 5 Batch 696/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.938, Loss: 0.041 Epoch 5 Batch 697/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.937, Loss: 0.049 Epoch 5 Batch 698/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.081 Epoch 5 Batch 699/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.928, Loss: 0.069 Epoch 5 Batch 700/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.928, Loss: 0.050 Epoch 5 Batch 701/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.040 Epoch 5 Batch 702/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.056 Epoch 5 Batch 703/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.076 Epoch 5 Batch 704/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.057 Epoch 5 Batch 705/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.928, Loss: 0.066 Epoch 5 Batch 706/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.928, Loss: 0.044 Epoch 5 Batch 707/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.059 Epoch 5 Batch 708/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.920, Loss: 0.062 Epoch 5 Batch 709/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.910, Loss: 0.076 Epoch 5 Batch 710/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.919, Loss: 0.050 Epoch 5 Batch 711/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.919, Loss: 0.057 Epoch 5 Batch 712/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.925, Loss: 0.050 Epoch 5 Batch 713/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.050 Epoch 5 Batch 714/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.078 Epoch 5 Batch 715/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.925, Loss: 0.053 Epoch 5 Batch 716/2154 - Train Accuracy: 0.870, Validation Accuracy: 0.925, Loss: 0.055 Epoch 5 Batch 717/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.933, Loss: 0.096 Epoch 5 Batch 718/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.940, Loss: 0.048 Epoch 5 Batch 719/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.060 Epoch 5 Batch 720/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.936, Loss: 0.050 Epoch 5 Batch 721/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.936, Loss: 0.048 Epoch 5 Batch 722/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.936, Loss: 0.034 Epoch 5 Batch 723/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.936, Loss: 0.059 Epoch 5 Batch 724/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.936, Loss: 0.055 Epoch 5 Batch 725/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.930, Loss: 0.060 Epoch 5 Batch 726/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.082 Epoch 5 Batch 727/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.079 Epoch 5 Batch 728/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.056 Epoch 5 Batch 729/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.048 Epoch 5 Batch 730/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.925, Loss: 0.095 Epoch 5 Batch 731/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.925, Loss: 0.047 Epoch 5 Batch 732/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.925, Loss: 0.048 Epoch 5 Batch 733/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.055 Epoch 5 Batch 734/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.058 Epoch 5 Batch 735/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.925, Loss: 0.039 Epoch 5 Batch 736/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.925, Loss: 0.043 Epoch 5 Batch 737/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.074 Epoch 5 Batch 738/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.929, Loss: 0.055 Epoch 5 Batch 739/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.042 Epoch 5 Batch 740/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.062 Epoch 5 Batch 741/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.068 Epoch 5 Batch 742/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.937, Loss: 0.027 Epoch 5 Batch 743/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.937, Loss: 0.051 Epoch 5 Batch 744/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.044 Epoch 5 Batch 745/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.047 Epoch 5 Batch 746/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.043 Epoch 5 Batch 747/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.945, Loss: 0.065 Epoch 5 Batch 748/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.947, Loss: 0.039 Epoch 5 Batch 749/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.947, Loss: 0.051 Epoch 5 Batch 750/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.072 Epoch 5 Batch 751/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.053 Epoch 5 Batch 752/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.060 Epoch 5 Batch 753/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.071 Epoch 5 Batch 754/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.062 Epoch 5 Batch 755/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.938, Loss: 0.055 Epoch 5 Batch 756/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.054 Epoch 5 Batch 757/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.073 Epoch 5 Batch 758/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.037 Epoch 5 Batch 759/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.926, Loss: 0.079 Epoch 5 Batch 760/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.927, Loss: 0.068 Epoch 5 Batch 761/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.927, Loss: 0.053 Epoch 5 Batch 762/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.059 Epoch 5 Batch 763/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.936, Loss: 0.078 Epoch 5 Batch 764/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.936, Loss: 0.046 Epoch 5 Batch 765/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.088 Epoch 5 Batch 766/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.942, Loss: 0.079 Epoch 5 Batch 767/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.942, Loss: 0.064 Epoch 5 Batch 768/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.051 Epoch 5 Batch 769/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.065 Epoch 5 Batch 770/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.045 Epoch 5 Batch 771/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.941, Loss: 0.059 Epoch 5 Batch 772/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.033 Epoch 5 Batch 773/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.941, Loss: 0.060 Epoch 5 Batch 774/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.061 Epoch 5 Batch 775/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.941, Loss: 0.055 Epoch 5 Batch 776/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.941, Loss: 0.056 Epoch 5 Batch 777/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.941, Loss: 0.056 Epoch 5 Batch 778/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.950, Loss: 0.060 Epoch 5 Batch 779/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.950, Loss: 0.077 Epoch 5 Batch 780/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.039 Epoch 5 Batch 781/2154 - Train Accuracy: 0.876, Validation Accuracy: 0.955, Loss: 0.065 Epoch 5 Batch 782/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.955, Loss: 0.063 Epoch 5 Batch 783/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.043 Epoch 5 Batch 784/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.954, Loss: 0.070 Epoch 5 Batch 785/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.063 Epoch 5 Batch 786/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.950, Loss: 0.082 Epoch 5 Batch 787/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.049 Epoch 5 Batch 788/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.949, Loss: 0.041 Epoch 5 Batch 789/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.062 Epoch 5 Batch 790/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.953, Loss: 0.042 Epoch 5 Batch 791/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.053 Epoch 5 Batch 792/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.059 Epoch 5 Batch 793/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.070 Epoch 5 Batch 794/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.054 Epoch 5 Batch 795/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.936, Loss: 0.069 Epoch 5 Batch 796/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.936, Loss: 0.055 Epoch 5 Batch 797/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.045 Epoch 5 Batch 798/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.059 Epoch 5 Batch 799/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.060 Epoch 5 Batch 800/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.942, Loss: 0.050 Epoch 5 Batch 801/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.942, Loss: 0.069 Epoch 5 Batch 802/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.087 Epoch 5 Batch 803/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.943, Loss: 0.046 Epoch 5 Batch 804/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.039 Epoch 5 Batch 805/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.928, Loss: 0.034 Epoch 5 Batch 806/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.061 Epoch 5 Batch 807/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.928, Loss: 0.058 Epoch 5 Batch 808/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.093 Epoch 5 Batch 809/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.928, Loss: 0.078 Epoch 5 Batch 810/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.937, Loss: 0.063 Epoch 5 Batch 811/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.937, Loss: 0.076 Epoch 5 Batch 812/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.926, Loss: 0.046 Epoch 5 Batch 813/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.917, Loss: 0.037 Epoch 5 Batch 814/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.917, Loss: 0.039 Epoch 5 Batch 815/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.917, Loss: 0.077 Epoch 5 Batch 816/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.917, Loss: 0.055 Epoch 5 Batch 817/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.918, Loss: 0.070 Epoch 5 Batch 818/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.918, Loss: 0.044 Epoch 5 Batch 819/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.925, Loss: 0.066 Epoch 5 Batch 820/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.925, Loss: 0.059 Epoch 5 Batch 821/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.916, Loss: 0.103 Epoch 5 Batch 822/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.923, Loss: 0.060 Epoch 5 Batch 823/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.053 Epoch 5 Batch 824/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.076 Epoch 5 Batch 825/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.932, Loss: 0.046 Epoch 5 Batch 826/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.037 Epoch 5 Batch 827/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.932, Loss: 0.049 Epoch 5 Batch 828/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.932, Loss: 0.049 Epoch 5 Batch 829/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.928, Loss: 0.048 Epoch 5 Batch 830/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.928, Loss: 0.076 Epoch 5 Batch 831/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.082 Epoch 5 Batch 832/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.051 Epoch 5 Batch 833/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.064 Epoch 5 Batch 834/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.957, Loss: 0.054 Epoch 5 Batch 835/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.112 Epoch 5 Batch 836/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.949, Loss: 0.081 Epoch 5 Batch 837/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.047 Epoch 5 Batch 838/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.048 Epoch 5 Batch 839/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.038 Epoch 5 Batch 840/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.940, Loss: 0.083 Epoch 5 Batch 841/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.045 Epoch 5 Batch 842/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.939, Loss: 0.038 Epoch 5 Batch 843/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.940, Loss: 0.080 Epoch 5 Batch 844/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.060 Epoch 5 Batch 845/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.071 Epoch 5 Batch 846/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.039 Epoch 5 Batch 847/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.063 Epoch 5 Batch 848/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.940, Loss: 0.087 Epoch 5 Batch 849/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.072 Epoch 5 Batch 850/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.930, Loss: 0.041 Epoch 5 Batch 851/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.061 Epoch 5 Batch 852/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.940, Loss: 0.051 Epoch 5 Batch 853/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.061 Epoch 5 Batch 854/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.931, Loss: 0.061 Epoch 5 Batch 855/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.931, Loss: 0.074 Epoch 5 Batch 856/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.049 Epoch 5 Batch 857/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.931, Loss: 0.058 Epoch 5 Batch 858/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.931, Loss: 0.051 Epoch 5 Batch 859/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.931, Loss: 0.053 Epoch 5 Batch 860/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.046 Epoch 5 Batch 861/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.932, Loss: 0.064 Epoch 5 Batch 862/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.940, Loss: 0.056 Epoch 5 Batch 863/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.940, Loss: 0.043 Epoch 5 Batch 864/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.057 Epoch 5 Batch 865/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.939, Loss: 0.057 Epoch 5 Batch 866/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.066 Epoch 5 Batch 867/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.934, Loss: 0.076 Epoch 5 Batch 868/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.038 Epoch 5 Batch 869/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.930, Loss: 0.052 Epoch 5 Batch 870/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.930, Loss: 0.050 Epoch 5 Batch 871/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.078 Epoch 5 Batch 872/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.930, Loss: 0.083 Epoch 5 Batch 873/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.055 Epoch 5 Batch 874/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.054 Epoch 5 Batch 875/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.934, Loss: 0.058 Epoch 5 Batch 876/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.035 Epoch 5 Batch 877/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.064 Epoch 5 Batch 878/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.059 Epoch 5 Batch 879/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.045 Epoch 5 Batch 880/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.085 Epoch 5 Batch 881/2154 - Train Accuracy: 0.877, Validation Accuracy: 0.932, Loss: 0.066 Epoch 5 Batch 882/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.932, Loss: 0.072 Epoch 5 Batch 883/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.931, Loss: 0.055 Epoch 5 Batch 884/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.931, Loss: 0.060 Epoch 5 Batch 885/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.931, Loss: 0.086 Epoch 5 Batch 886/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.932, Loss: 0.047 Epoch 5 Batch 887/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.934, Loss: 0.036 Epoch 5 Batch 888/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.060 Epoch 5 Batch 889/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.050 Epoch 5 Batch 890/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.066 Epoch 5 Batch 891/2154 - Train Accuracy: 0.865, Validation Accuracy: 0.940, Loss: 0.080 Epoch 5 Batch 892/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.936, Loss: 0.030 Epoch 5 Batch 893/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.045 Epoch 5 Batch 894/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.919, Loss: 0.045 Epoch 5 Batch 895/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.919, Loss: 0.060 Epoch 5 Batch 896/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.919, Loss: 0.049 Epoch 5 Batch 897/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.923, Loss: 0.073 Epoch 5 Batch 898/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.074 Epoch 5 Batch 899/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.073 Epoch 5 Batch 900/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.930, Loss: 0.068 Epoch 5 Batch 901/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.058 Epoch 5 Batch 902/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.930, Loss: 0.056 Epoch 5 Batch 903/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.931, Loss: 0.056 Epoch 5 Batch 904/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.931, Loss: 0.051 Epoch 5 Batch 905/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.931, Loss: 0.066 Epoch 5 Batch 906/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.059 Epoch 5 Batch 907/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.932, Loss: 0.055 Epoch 5 Batch 908/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.041 Epoch 5 Batch 909/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.942, Loss: 0.075 Epoch 5 Batch 910/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.048 Epoch 5 Batch 911/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.058 Epoch 5 Batch 912/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.942, Loss: 0.067 Epoch 5 Batch 913/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.052 Epoch 5 Batch 914/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.069 Epoch 5 Batch 915/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.038 Epoch 5 Batch 916/2154 - Train Accuracy: 0.872, Validation Accuracy: 0.941, Loss: 0.062 Epoch 5 Batch 917/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.940, Loss: 0.046 Epoch 5 Batch 918/2154 - Train Accuracy: 0.878, Validation Accuracy: 0.940, Loss: 0.085 Epoch 5 Batch 919/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.940, Loss: 0.081 Epoch 5 Batch 920/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.931, Loss: 0.045 Epoch 5 Batch 921/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.931, Loss: 0.037 Epoch 5 Batch 922/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.929, Loss: 0.078 Epoch 5 Batch 923/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.938, Loss: 0.061 Epoch 5 Batch 924/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.052 Epoch 5 Batch 925/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.041 Epoch 5 Batch 926/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.061 Epoch 5 Batch 927/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.055 Epoch 5 Batch 928/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.940, Loss: 0.065 Epoch 5 Batch 929/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.940, Loss: 0.046 Epoch 5 Batch 930/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.064 Epoch 5 Batch 931/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.939, Loss: 0.040 Epoch 5 Batch 932/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.939, Loss: 0.081 Epoch 5 Batch 933/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.050 Epoch 5 Batch 934/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.948, Loss: 0.039 Epoch 5 Batch 935/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.080 Epoch 5 Batch 936/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.065 Epoch 5 Batch 937/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.043 Epoch 5 Batch 938/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.082 Epoch 5 Batch 939/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.948, Loss: 0.046 Epoch 5 Batch 940/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.067 Epoch 5 Batch 941/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.080 Epoch 5 Batch 942/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.063 Epoch 5 Batch 943/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.940, Loss: 0.039 Epoch 5 Batch 944/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.045 Epoch 5 Batch 945/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.053 Epoch 5 Batch 946/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.941, Loss: 0.060 Epoch 5 Batch 947/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.082 Epoch 5 Batch 948/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.058 Epoch 5 Batch 949/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.050 Epoch 5 Batch 950/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.945, Loss: 0.053 Epoch 5 Batch 951/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.938, Loss: 0.055 Epoch 5 Batch 952/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.945, Loss: 0.075 Epoch 5 Batch 953/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.043 Epoch 5 Batch 954/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.043 Epoch 5 Batch 955/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.060 Epoch 5 Batch 956/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.075 Epoch 5 Batch 957/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.086 Epoch 5 Batch 958/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.936, Loss: 0.042 Epoch 5 Batch 959/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.937, Loss: 0.056 Epoch 5 Batch 960/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.071 Epoch 5 Batch 961/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.920, Loss: 0.039 Epoch 5 Batch 962/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.920, Loss: 0.059 Epoch 5 Batch 963/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.920, Loss: 0.060 Epoch 5 Batch 964/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.053 Epoch 5 Batch 965/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.073 Epoch 5 Batch 966/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.050 Epoch 5 Batch 967/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.932, Loss: 0.048 Epoch 5 Batch 968/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.078 Epoch 5 Batch 969/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.933, Loss: 0.072 Epoch 5 Batch 970/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.060 Epoch 5 Batch 971/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.933, Loss: 0.065 Epoch 5 Batch 972/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.923, Loss: 0.068 Epoch 5 Batch 973/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.923, Loss: 0.044 Epoch 5 Batch 974/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.923, Loss: 0.065 Epoch 5 Batch 975/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.079 Epoch 5 Batch 976/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.065 Epoch 5 Batch 977/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.047 Epoch 5 Batch 978/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.046 Epoch 5 Batch 979/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.057 Epoch 5 Batch 980/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.938, Loss: 0.043 Epoch 5 Batch 981/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.069 Epoch 5 Batch 982/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.937, Loss: 0.059 Epoch 5 Batch 983/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.069 Epoch 5 Batch 984/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.064 Epoch 5 Batch 985/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.078 Epoch 5 Batch 986/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.067 Epoch 5 Batch 987/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.935, Loss: 0.038 Epoch 5 Batch 988/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.042 Epoch 5 Batch 989/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.937, Loss: 0.037 Epoch 5 Batch 990/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.937, Loss: 0.055 Epoch 5 Batch 991/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.046 Epoch 5 Batch 992/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.941, Loss: 0.053 Epoch 5 Batch 993/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.941, Loss: 0.048 Epoch 5 Batch 994/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.932, Loss: 0.069 Epoch 5 Batch 995/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.923, Loss: 0.056 Epoch 5 Batch 996/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.067 Epoch 5 Batch 997/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.933, Loss: 0.048 Epoch 5 Batch 998/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.072 Epoch 5 Batch 999/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.046 Epoch 5 Batch 1000/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.045 Epoch 5 Batch 1001/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.036 Epoch 5 Batch 1002/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.048 Epoch 5 Batch 1003/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.048 Epoch 5 Batch 1004/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.925, Loss: 0.041 Epoch 5 Batch 1005/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.047 Epoch 5 Batch 1006/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.925, Loss: 0.065 Epoch 5 Batch 1007/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.928, Loss: 0.042 Epoch 5 Batch 1008/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.927, Loss: 0.055 Epoch 5 Batch 1009/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.927, Loss: 0.054 Epoch 5 Batch 1010/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.038 Epoch 5 Batch 1011/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.928, Loss: 0.045 Epoch 5 Batch 1012/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.044 Epoch 5 Batch 1013/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.927, Loss: 0.062 Epoch 5 Batch 1014/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.926, Loss: 0.080 Epoch 5 Batch 1015/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.934, Loss: 0.069 Epoch 5 Batch 1016/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.056 Epoch 5 Batch 1017/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.935, Loss: 0.032 Epoch 5 Batch 1018/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.925, Loss: 0.041 Epoch 5 Batch 1019/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.932, Loss: 0.055 Epoch 5 Batch 1020/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.049 Epoch 5 Batch 1021/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.066 Epoch 5 Batch 1022/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.057 Epoch 5 Batch 1023/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.933, Loss: 0.057 Epoch 5 Batch 1024/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.070 Epoch 5 Batch 1025/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.039 Epoch 5 Batch 1026/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.048 Epoch 5 Batch 1027/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.955, Loss: 0.046 Epoch 5 Batch 1028/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.955, Loss: 0.082 Epoch 5 Batch 1029/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.955, Loss: 0.046 Epoch 5 Batch 1030/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.050 Epoch 5 Batch 1031/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.070 Epoch 5 Batch 1032/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.047 Epoch 5 Batch 1033/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.053 Epoch 5 Batch 1034/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.076 Epoch 5 Batch 1035/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.049 Epoch 5 Batch 1036/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.950, Loss: 0.070 Epoch 5 Batch 1037/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.061 Epoch 5 Batch 1038/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.050 Epoch 5 Batch 1039/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.950, Loss: 0.093 Epoch 5 Batch 1040/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.942, Loss: 0.044 Epoch 5 Batch 1041/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.942, Loss: 0.060 Epoch 5 Batch 1042/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.942, Loss: 0.040 Epoch 5 Batch 1043/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.045 Epoch 5 Batch 1044/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.942, Loss: 0.054 Epoch 5 Batch 1045/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.942, Loss: 0.069 Epoch 5 Batch 1046/2154 - Train Accuracy: 0.868, Validation Accuracy: 0.942, Loss: 0.064 Epoch 5 Batch 1047/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.079 Epoch 5 Batch 1048/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.942, Loss: 0.058 Epoch 5 Batch 1049/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.035 Epoch 5 Batch 1050/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.938, Loss: 0.072 Epoch 5 Batch 1051/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.047 Epoch 5 Batch 1052/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.094 Epoch 5 Batch 1053/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.938, Loss: 0.039 Epoch 5 Batch 1054/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.039 Epoch 5 Batch 1055/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.059 Epoch 5 Batch 1056/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.947, Loss: 0.057 Epoch 5 Batch 1057/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.947, Loss: 0.047 Epoch 5 Batch 1058/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.040 Epoch 5 Batch 1059/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.959, Loss: 0.053 Epoch 5 Batch 1060/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.958, Loss: 0.063 Epoch 5 Batch 1061/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.958, Loss: 0.075 Epoch 5 Batch 1062/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.958, Loss: 0.065 Epoch 5 Batch 1063/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.946, Loss: 0.071 Epoch 5 Batch 1064/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.946, Loss: 0.051 Epoch 5 Batch 1065/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.068 Epoch 5 Batch 1066/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.945, Loss: 0.082 Epoch 5 Batch 1067/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.945, Loss: 0.070 Epoch 5 Batch 1068/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.055 Epoch 5 Batch 1069/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.057 Epoch 5 Batch 1070/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.063 Epoch 5 Batch 1071/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.938, Loss: 0.061 Epoch 5 Batch 1072/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.059 Epoch 5 Batch 1073/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.933, Loss: 0.056 Epoch 5 Batch 1074/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.933, Loss: 0.044 Epoch 5 Batch 1075/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.050 Epoch 5 Batch 1076/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.942, Loss: 0.052 Epoch 5 Batch 1077/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.038 Epoch 5 Batch 1078/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.933, Loss: 0.053 Epoch 5 Batch 1079/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.083 Epoch 5 Batch 1080/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.938, Loss: 0.073 Epoch 5 Batch 1081/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.039 Epoch 5 Batch 1082/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.932, Loss: 0.046 Epoch 5 Batch 1083/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.044 Epoch 5 Batch 1084/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.052 Epoch 5 Batch 1085/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.055 Epoch 5 Batch 1086/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.962, Loss: 0.055 Epoch 5 Batch 1087/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.075 Epoch 5 Batch 1088/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.971, Loss: 0.034 Epoch 5 Batch 1089/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.955, Loss: 0.045 Epoch 5 Batch 1090/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.052 Epoch 5 Batch 1091/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.058 Epoch 5 Batch 1092/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.955, Loss: 0.065 Epoch 5 Batch 1093/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.955, Loss: 0.066 Epoch 5 Batch 1094/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.073 Epoch 5 Batch 1095/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.955, Loss: 0.034 Epoch 5 Batch 1096/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.955, Loss: 0.074 Epoch 5 Batch 1097/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.965, Loss: 0.083 Epoch 5 Batch 1098/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.965, Loss: 0.057 Epoch 5 Batch 1099/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.935, Loss: 0.071 Epoch 5 Batch 1100/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.941, Loss: 0.067 Epoch 5 Batch 1101/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.052 Epoch 5 Batch 1102/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.933, Loss: 0.057 Epoch 5 Batch 1103/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.941, Loss: 0.042 Epoch 5 Batch 1104/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.950, Loss: 0.076 Epoch 5 Batch 1105/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.062 Epoch 5 Batch 1106/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.950, Loss: 0.078 Epoch 5 Batch 1107/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.047 Epoch 5 Batch 1108/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.954, Loss: 0.087 Epoch 5 Batch 1109/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.945, Loss: 0.052 Epoch 5 Batch 1110/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.945, Loss: 0.074 Epoch 5 Batch 1111/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.936, Loss: 0.054 Epoch 5 Batch 1112/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.945, Loss: 0.054 Epoch 5 Batch 1113/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.043 Epoch 5 Batch 1114/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.054 Epoch 5 Batch 1115/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.049 Epoch 5 Batch 1116/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.046 Epoch 5 Batch 1117/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.936, Loss: 0.052 Epoch 5 Batch 1118/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.928, Loss: 0.041 Epoch 5 Batch 1119/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.055 Epoch 5 Batch 1120/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.047 Epoch 5 Batch 1121/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.940, Loss: 0.062 Epoch 5 Batch 1122/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.051 Epoch 5 Batch 1123/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.043 Epoch 5 Batch 1124/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.052 Epoch 5 Batch 1125/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.041 Epoch 5 Batch 1126/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.050 Epoch 5 Batch 1127/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.075 Epoch 5 Batch 1128/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.932, Loss: 0.053 Epoch 5 Batch 1129/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.932, Loss: 0.074 Epoch 5 Batch 1130/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.063 Epoch 5 Batch 1131/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.062 Epoch 5 Batch 1132/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.933, Loss: 0.069 Epoch 5 Batch 1133/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.061 Epoch 5 Batch 1134/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.042 Epoch 5 Batch 1135/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.928, Loss: 0.043 Epoch 5 Batch 1136/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.928, Loss: 0.056 Epoch 5 Batch 1137/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.928, Loss: 0.046 Epoch 5 Batch 1138/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.928, Loss: 0.052 Epoch 5 Batch 1139/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.055 Epoch 5 Batch 1140/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.056 Epoch 5 Batch 1141/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.061 Epoch 5 Batch 1142/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.933, Loss: 0.080 Epoch 5 Batch 1143/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.043 Epoch 5 Batch 1144/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.040 Epoch 5 Batch 1145/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.058 Epoch 5 Batch 1146/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.054 Epoch 5 Batch 1147/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.941, Loss: 0.067 Epoch 5 Batch 1148/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.941, Loss: 0.077 Epoch 5 Batch 1149/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.065 Epoch 5 Batch 1150/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.941, Loss: 0.056 Epoch 5 Batch 1151/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.070 Epoch 5 Batch 1152/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.935, Loss: 0.043 Epoch 5 Batch 1153/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.051 Epoch 5 Batch 1154/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.056 Epoch 5 Batch 1155/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.942, Loss: 0.042 Epoch 5 Batch 1156/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.061 Epoch 5 Batch 1157/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.950, Loss: 0.056 Epoch 5 Batch 1158/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.058 Epoch 5 Batch 1159/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.950, Loss: 0.053 Epoch 5 Batch 1160/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.950, Loss: 0.050 Epoch 5 Batch 1161/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.929, Loss: 0.031 Epoch 5 Batch 1162/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.929, Loss: 0.045 Epoch 5 Batch 1163/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.929, Loss: 0.038 Epoch 5 Batch 1164/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.935, Loss: 0.047 Epoch 5 Batch 1165/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.935, Loss: 0.062 Epoch 5 Batch 1166/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.935, Loss: 0.041 Epoch 5 Batch 1167/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.064 Epoch 5 Batch 1168/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.068 Epoch 5 Batch 1169/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.071 Epoch 5 Batch 1170/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.056 Epoch 5 Batch 1171/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.030 Epoch 5 Batch 1172/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.047 Epoch 5 Batch 1173/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.058 Epoch 5 Batch 1174/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.050 Epoch 5 Batch 1175/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.959, Loss: 0.064 Epoch 5 Batch 1176/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.955, Loss: 0.054 Epoch 5 Batch 1177/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.953, Loss: 0.054 Epoch 5 Batch 1178/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.047 Epoch 5 Batch 1179/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.948, Loss: 0.044 Epoch 5 Batch 1180/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.948, Loss: 0.079 Epoch 5 Batch 1181/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.950, Loss: 0.074 Epoch 5 Batch 1182/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.060 Epoch 5 Batch 1183/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.934, Loss: 0.050 Epoch 5 Batch 1184/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.934, Loss: 0.076 Epoch 5 Batch 1185/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.922, Loss: 0.059 Epoch 5 Batch 1186/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.922, Loss: 0.057 Epoch 5 Batch 1187/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.922, Loss: 0.077 Epoch 5 Batch 1188/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.065 Epoch 5 Batch 1189/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.923, Loss: 0.055 Epoch 5 Batch 1190/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.923, Loss: 0.064 Epoch 5 Batch 1191/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.923, Loss: 0.045 Epoch 5 Batch 1192/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.930, Loss: 0.051 Epoch 5 Batch 1193/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.930, Loss: 0.043 Epoch 5 Batch 1194/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.070 Epoch 5 Batch 1195/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.928, Loss: 0.042 Epoch 5 Batch 1196/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.919, Loss: 0.056 Epoch 5 Batch 1197/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.921, Loss: 0.067 Epoch 5 Batch 1198/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.046 Epoch 5 Batch 1199/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.921, Loss: 0.066 Epoch 5 Batch 1200/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.104 Epoch 5 Batch 1201/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.931, Loss: 0.049 Epoch 5 Batch 1202/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.086 Epoch 5 Batch 1203/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.052 Epoch 5 Batch 1204/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.942, Loss: 0.073 Epoch 5 Batch 1205/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.940, Loss: 0.070 Epoch 5 Batch 1206/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.047 Epoch 5 Batch 1207/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.056 Epoch 5 Batch 1208/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.070 Epoch 5 Batch 1209/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.080 Epoch 5 Batch 1210/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.049 Epoch 5 Batch 1211/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.930, Loss: 0.044 Epoch 5 Batch 1212/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.105 Epoch 5 Batch 1213/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.053 Epoch 5 Batch 1214/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.932, Loss: 0.035 Epoch 5 Batch 1215/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.932, Loss: 0.064 Epoch 5 Batch 1216/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.059 Epoch 5 Batch 1217/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.059 Epoch 5 Batch 1218/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.924, Loss: 0.083 Epoch 5 Batch 1219/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.924, Loss: 0.084 Epoch 5 Batch 1220/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.923, Loss: 0.053 Epoch 5 Batch 1221/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.918, Loss: 0.065 Epoch 5 Batch 1222/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.918, Loss: 0.047 Epoch 5 Batch 1223/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.918, Loss: 0.070 Epoch 5 Batch 1224/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.924, Loss: 0.053 Epoch 5 Batch 1225/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.915, Loss: 0.048 Epoch 5 Batch 1226/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.924, Loss: 0.065 Epoch 5 Batch 1227/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.924, Loss: 0.111 Epoch 5 Batch 1228/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.924, Loss: 0.042 Epoch 5 Batch 1229/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.924, Loss: 0.047 Epoch 5 Batch 1230/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.041 Epoch 5 Batch 1231/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.924, Loss: 0.044 Epoch 5 Batch 1232/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.077 Epoch 5 Batch 1233/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.936, Loss: 0.059 Epoch 5 Batch 1234/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.936, Loss: 0.037 Epoch 5 Batch 1235/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.061 Epoch 5 Batch 1236/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.950, Loss: 0.061 Epoch 5 Batch 1237/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.064 Epoch 5 Batch 1238/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.947, Loss: 0.042 Epoch 5 Batch 1239/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.955, Loss: 0.035 Epoch 5 Batch 1240/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.954, Loss: 0.045 Epoch 5 Batch 1241/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.036 Epoch 5 Batch 1242/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.051 Epoch 5 Batch 1243/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.949, Loss: 0.050 Epoch 5 Batch 1244/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.954, Loss: 0.064 Epoch 5 Batch 1245/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.094 Epoch 5 Batch 1246/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.952, Loss: 0.060 Epoch 5 Batch 1247/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.950, Loss: 0.069 Epoch 5 Batch 1248/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.044 Epoch 5 Batch 1249/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.063 Epoch 5 Batch 1250/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.041 Epoch 5 Batch 1251/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.047 Epoch 5 Batch 1252/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.070 Epoch 5 Batch 1253/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.045 Epoch 5 Batch 1254/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.951, Loss: 0.053 Epoch 5 Batch 1255/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.951, Loss: 0.076 Epoch 5 Batch 1256/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.950, Loss: 0.051 Epoch 5 Batch 1257/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.055 Epoch 5 Batch 1258/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.930, Loss: 0.065 Epoch 5 Batch 1259/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.930, Loss: 0.050 Epoch 5 Batch 1260/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.930, Loss: 0.065 Epoch 5 Batch 1261/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.930, Loss: 0.052 Epoch 5 Batch 1262/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.928, Loss: 0.043 Epoch 5 Batch 1263/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.064 Epoch 5 Batch 1264/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.061 Epoch 5 Batch 1265/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.053 Epoch 5 Batch 1266/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.935, Loss: 0.049 Epoch 5 Batch 1267/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.935, Loss: 0.049 Epoch 5 Batch 1268/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.935, Loss: 0.062 Epoch 5 Batch 1269/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.935, Loss: 0.048 Epoch 5 Batch 1270/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.043 Epoch 5 Batch 1271/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.947, Loss: 0.044 Epoch 5 Batch 1272/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.947, Loss: 0.076 Epoch 5 Batch 1273/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.048 Epoch 5 Batch 1274/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.043 Epoch 5 Batch 1275/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.935, Loss: 0.060 Epoch 5 Batch 1276/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.042 Epoch 5 Batch 1277/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.045 Epoch 5 Batch 1278/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.935, Loss: 0.066 Epoch 5 Batch 1279/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.064 Epoch 5 Batch 1280/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.933, Loss: 0.075 Epoch 5 Batch 1281/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.052 Epoch 5 Batch 1282/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.051 Epoch 5 Batch 1283/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.034 Epoch 5 Batch 1284/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.953, Loss: 0.041 Epoch 5 Batch 1285/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.953, Loss: 0.052 Epoch 5 Batch 1286/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.043 Epoch 5 Batch 1287/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.954, Loss: 0.053 Epoch 5 Batch 1288/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.954, Loss: 0.030 Epoch 5 Batch 1289/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.942, Loss: 0.079 Epoch 5 Batch 1290/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.042 Epoch 5 Batch 1291/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.057 Epoch 5 Batch 1292/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.075 Epoch 5 Batch 1293/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.033 Epoch 5 Batch 1294/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.937, Loss: 0.064 Epoch 5 Batch 1295/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.055 Epoch 5 Batch 1296/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.058 Epoch 5 Batch 1297/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.055 Epoch 5 Batch 1298/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.034 Epoch 5 Batch 1299/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.054 Epoch 5 Batch 1300/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.947, Loss: 0.058 Epoch 5 Batch 1301/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.036 Epoch 5 Batch 1302/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.968, Loss: 0.056 Epoch 5 Batch 1303/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.064 Epoch 5 Batch 1304/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.960, Loss: 0.043 Epoch 5 Batch 1305/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.049 Epoch 5 Batch 1306/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.960, Loss: 0.063 Epoch 5 Batch 1307/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.959, Loss: 0.064 Epoch 5 Batch 1308/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.055 Epoch 5 Batch 1309/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.041 Epoch 5 Batch 1310/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.063 Epoch 5 Batch 1311/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.962, Loss: 0.051 Epoch 5 Batch 1312/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.953, Loss: 0.071 Epoch 5 Batch 1313/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.052 Epoch 5 Batch 1314/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.062 Epoch 5 Batch 1315/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.056 Epoch 5 Batch 1316/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.046 Epoch 5 Batch 1317/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.041 Epoch 5 Batch 1318/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.047 Epoch 5 Batch 1319/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.953, Loss: 0.087 Epoch 5 Batch 1320/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.953, Loss: 0.034 Epoch 5 Batch 1321/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.950, Loss: 0.041 Epoch 5 Batch 1322/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.060 Epoch 5 Batch 1323/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.032 Epoch 5 Batch 1324/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.061 Epoch 5 Batch 1325/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.051 Epoch 5 Batch 1326/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.957, Loss: 0.075 Epoch 5 Batch 1327/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.047 Epoch 5 Batch 1328/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.044 Epoch 5 Batch 1329/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.942, Loss: 0.065 Epoch 5 Batch 1330/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.048 Epoch 5 Batch 1331/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.053 Epoch 5 Batch 1332/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.050 Epoch 5 Batch 1333/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.050 Epoch 5 Batch 1334/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.945, Loss: 0.082 Epoch 5 Batch 1335/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.951, Loss: 0.089 Epoch 5 Batch 1336/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.951, Loss: 0.028 Epoch 5 Batch 1337/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.056 Epoch 5 Batch 1338/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.057 Epoch 5 Batch 1339/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.031 Epoch 5 Batch 1340/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.951, Loss: 0.063 Epoch 5 Batch 1341/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.951, Loss: 0.063 Epoch 5 Batch 1342/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.070 Epoch 5 Batch 1343/2154 - Train Accuracy: 0.882, Validation Accuracy: 0.949, Loss: 0.066 Epoch 5 Batch 1344/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.045 Epoch 5 Batch 1345/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.053 Epoch 5 Batch 1346/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.052 Epoch 5 Batch 1347/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.947, Loss: 0.075 Epoch 5 Batch 1348/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.054 Epoch 5 Batch 1349/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.041 Epoch 5 Batch 1350/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.956, Loss: 0.053 Epoch 5 Batch 1351/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.074 Epoch 5 Batch 1352/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.066 Epoch 5 Batch 1353/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.956, Loss: 0.041 Epoch 5 Batch 1354/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.956, Loss: 0.052 Epoch 5 Batch 1355/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.956, Loss: 0.067 Epoch 5 Batch 1356/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.957, Loss: 0.061 Epoch 5 Batch 1357/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.951, Loss: 0.047 Epoch 5 Batch 1358/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.951, Loss: 0.049 Epoch 5 Batch 1359/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.951, Loss: 0.038 Epoch 5 Batch 1360/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.058 Epoch 5 Batch 1361/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.952, Loss: 0.070 Epoch 5 Batch 1362/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.943, Loss: 0.046 Epoch 5 Batch 1363/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.058 Epoch 5 Batch 1364/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.938, Loss: 0.052 Epoch 5 Batch 1365/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.947, Loss: 0.059 Epoch 5 Batch 1366/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.947, Loss: 0.059 Epoch 5 Batch 1367/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.053 Epoch 5 Batch 1368/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.947, Loss: 0.042 Epoch 5 Batch 1369/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.059 Epoch 5 Batch 1370/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.946, Loss: 0.046 Epoch 5 Batch 1371/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.942, Loss: 0.070 Epoch 5 Batch 1372/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.947, Loss: 0.052 Epoch 5 Batch 1373/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.050 Epoch 5 Batch 1374/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.935, Loss: 0.046 Epoch 5 Batch 1375/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.941, Loss: 0.063 Epoch 5 Batch 1376/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.941, Loss: 0.064 Epoch 5 Batch 1377/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.935, Loss: 0.049 Epoch 5 Batch 1378/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.047 Epoch 5 Batch 1379/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.938, Loss: 0.034 Epoch 5 Batch 1380/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.938, Loss: 0.037 Epoch 5 Batch 1381/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.935, Loss: 0.060 Epoch 5 Batch 1382/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.070 Epoch 5 Batch 1383/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.061 Epoch 5 Batch 1384/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.926, Loss: 0.074 Epoch 5 Batch 1385/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.926, Loss: 0.049 Epoch 5 Batch 1386/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.042 Epoch 5 Batch 1387/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.927, Loss: 0.058 Epoch 5 Batch 1388/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.088 Epoch 5 Batch 1389/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.057 Epoch 5 Batch 1390/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.060 Epoch 5 Batch 1391/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.069 Epoch 5 Batch 1392/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.932, Loss: 0.047 Epoch 5 Batch 1393/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.932, Loss: 0.043 Epoch 5 Batch 1394/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.932, Loss: 0.066 Epoch 5 Batch 1395/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.932, Loss: 0.052 Epoch 5 Batch 1396/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.045 Epoch 5 Batch 1397/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.932, Loss: 0.059 Epoch 5 Batch 1398/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.932, Loss: 0.038 Epoch 5 Batch 1399/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.932, Loss: 0.042 Epoch 5 Batch 1400/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.932, Loss: 0.049 Epoch 5 Batch 1401/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.056 Epoch 5 Batch 1402/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.927, Loss: 0.075 Epoch 5 Batch 1403/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.927, Loss: 0.057 Epoch 5 Batch 1404/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.925, Loss: 0.064 Epoch 5 Batch 1405/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.934, Loss: 0.080 Epoch 5 Batch 1406/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.934, Loss: 0.054 Epoch 5 Batch 1407/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.939, Loss: 0.036 Epoch 5 Batch 1408/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.092 Epoch 5 Batch 1409/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.942, Loss: 0.081 Epoch 5 Batch 1410/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.061 Epoch 5 Batch 1411/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.089 Epoch 5 Batch 1412/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.049 Epoch 5 Batch 1413/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.924, Loss: 0.069 Epoch 5 Batch 1414/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.924, Loss: 0.141 Epoch 5 Batch 1415/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.930, Loss: 0.059 Epoch 5 Batch 1416/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.930, Loss: 0.079 Epoch 5 Batch 1417/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.930, Loss: 0.064 Epoch 5 Batch 1418/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.936, Loss: 0.070 Epoch 5 Batch 1419/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.936, Loss: 0.088 Epoch 5 Batch 1420/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.936, Loss: 0.061 Epoch 5 Batch 1421/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.936, Loss: 0.037 Epoch 5 Batch 1422/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.039 Epoch 5 Batch 1423/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.054 Epoch 5 Batch 1424/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.070 Epoch 5 Batch 1425/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.945, Loss: 0.035 Epoch 5 Batch 1426/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.945, Loss: 0.041 Epoch 5 Batch 1427/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.043 Epoch 5 Batch 1428/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.937, Loss: 0.058 Epoch 5 Batch 1429/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.938, Loss: 0.050 Epoch 5 Batch 1430/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.053 Epoch 5 Batch 1431/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.068 Epoch 5 Batch 1432/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.938, Loss: 0.057 Epoch 5 Batch 1433/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.056 Epoch 5 Batch 1434/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.938, Loss: 0.028 Epoch 5 Batch 1435/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.940, Loss: 0.030 Epoch 5 Batch 1436/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.044 Epoch 5 Batch 1437/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.048 Epoch 5 Batch 1438/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.934, Loss: 0.057 Epoch 5 Batch 1439/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.934, Loss: 0.060 Epoch 5 Batch 1440/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.070 Epoch 5 Batch 1441/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.064 Epoch 5 Batch 1442/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.947, Loss: 0.061 Epoch 5 Batch 1443/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.068 Epoch 5 Batch 1444/2154 - Train Accuracy: 0.883, Validation Accuracy: 0.946, Loss: 0.068 Epoch 5 Batch 1445/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.045 Epoch 5 Batch 1446/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.952, Loss: 0.047 Epoch 5 Batch 1447/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.043 Epoch 5 Batch 1448/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.074 Epoch 5 Batch 1449/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.063 Epoch 5 Batch 1450/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.048 Epoch 5 Batch 1451/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.053 Epoch 5 Batch 1452/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.066 Epoch 5 Batch 1453/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.043 Epoch 5 Batch 1454/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.048 Epoch 5 Batch 1455/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.051 Epoch 5 Batch 1456/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.032 Epoch 5 Batch 1457/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.955, Loss: 0.063 Epoch 5 Batch 1458/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.955, Loss: 0.062 Epoch 5 Batch 1459/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.952, Loss: 0.054 Epoch 5 Batch 1460/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.955, Loss: 0.076 Epoch 5 Batch 1461/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.955, Loss: 0.077 Epoch 5 Batch 1462/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.059 Epoch 5 Batch 1463/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.957, Loss: 0.046 Epoch 5 Batch 1464/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.065 Epoch 5 Batch 1465/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.060 Epoch 5 Batch 1466/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.964, Loss: 0.061 Epoch 5 Batch 1467/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.964, Loss: 0.083 Epoch 5 Batch 1468/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.026 Epoch 5 Batch 1469/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.061 Epoch 5 Batch 1470/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.043 Epoch 5 Batch 1471/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.039 Epoch 5 Batch 1472/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.063 Epoch 5 Batch 1473/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.940, Loss: 0.042 Epoch 5 Batch 1474/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.940, Loss: 0.067 Epoch 5 Batch 1475/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.099 Epoch 5 Batch 1476/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.037 Epoch 5 Batch 1477/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.042 Epoch 5 Batch 1478/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.058 Epoch 5 Batch 1479/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.940, Loss: 0.041 Epoch 5 Batch 1480/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.051 Epoch 5 Batch 1481/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.938, Loss: 0.049 Epoch 5 Batch 1482/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.947, Loss: 0.048 Epoch 5 Batch 1483/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.946, Loss: 0.076 Epoch 5 Batch 1484/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.946, Loss: 0.043 Epoch 5 Batch 1485/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.044 Epoch 5 Batch 1486/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.945, Loss: 0.043 Epoch 5 Batch 1487/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.061 Epoch 5 Batch 1488/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.062 Epoch 5 Batch 1489/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.956, Loss: 0.061 Epoch 5 Batch 1490/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.048 Epoch 5 Batch 1491/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.084 Epoch 5 Batch 1492/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.041 Epoch 5 Batch 1493/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.935, Loss: 0.032 Epoch 5 Batch 1494/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.935, Loss: 0.057 Epoch 5 Batch 1495/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.927, Loss: 0.038 Epoch 5 Batch 1496/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.926, Loss: 0.050 Epoch 5 Batch 1497/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.935, Loss: 0.046 Epoch 5 Batch 1498/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.935, Loss: 0.043 Epoch 5 Batch 1499/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.935, Loss: 0.037 Epoch 5 Batch 1500/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.051 Epoch 5 Batch 1501/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.947, Loss: 0.046 Epoch 5 Batch 1502/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.055 Epoch 5 Batch 1503/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.061 Epoch 5 Batch 1504/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.041 Epoch 5 Batch 1505/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.046 Epoch 5 Batch 1506/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.060 Epoch 5 Batch 1507/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.932, Loss: 0.062 Epoch 5 Batch 1508/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.029 Epoch 5 Batch 1509/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.935, Loss: 0.052 Epoch 5 Batch 1510/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.054 Epoch 5 Batch 1511/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.935, Loss: 0.048 Epoch 5 Batch 1512/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.935, Loss: 0.057 Epoch 5 Batch 1513/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.070 Epoch 5 Batch 1514/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.935, Loss: 0.037 Epoch 5 Batch 1515/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.042 Epoch 5 Batch 1516/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.935, Loss: 0.053 Epoch 5 Batch 1517/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.935, Loss: 0.069 Epoch 5 Batch 1518/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.935, Loss: 0.041 Epoch 5 Batch 1519/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.051 Epoch 5 Batch 1520/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.040 Epoch 5 Batch 1521/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.950, Loss: 0.086 Epoch 5 Batch 1522/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.028 Epoch 5 Batch 1523/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.951, Loss: 0.059 Epoch 5 Batch 1524/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.960, Loss: 0.044 Epoch 5 Batch 1525/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.961, Loss: 0.043 Epoch 5 Batch 1526/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.036 Epoch 5 Batch 1527/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.037 Epoch 5 Batch 1528/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.056 Epoch 5 Batch 1529/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.955, Loss: 0.050 Epoch 5 Batch 1530/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.057 Epoch 5 Batch 1531/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.052 Epoch 5 Batch 1532/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.955, Loss: 0.057 Epoch 5 Batch 1533/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.047 Epoch 5 Batch 1534/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.945, Loss: 0.053 Epoch 5 Batch 1535/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.048 Epoch 5 Batch 1536/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.084 Epoch 5 Batch 1537/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.942, Loss: 0.042 Epoch 5 Batch 1538/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.049 Epoch 5 Batch 1539/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.934, Loss: 0.044 Epoch 5 Batch 1540/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.055 Epoch 5 Batch 1541/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.934, Loss: 0.044 Epoch 5 Batch 1542/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.934, Loss: 0.059 Epoch 5 Batch 1543/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.937, Loss: 0.068 Epoch 5 Batch 1544/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.937, Loss: 0.050 Epoch 5 Batch 1545/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.936, Loss: 0.069 Epoch 5 Batch 1546/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.069 Epoch 5 Batch 1547/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.059 Epoch 5 Batch 1548/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.054 Epoch 5 Batch 1549/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.049 Epoch 5 Batch 1550/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.925, Loss: 0.064 Epoch 5 Batch 1551/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.924, Loss: 0.066 Epoch 5 Batch 1552/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.924, Loss: 0.043 Epoch 5 Batch 1553/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.930, Loss: 0.043 Epoch 5 Batch 1554/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.933, Loss: 0.042 Epoch 5 Batch 1555/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.058 Epoch 5 Batch 1556/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.941, Loss: 0.072 Epoch 5 Batch 1557/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.059 Epoch 5 Batch 1558/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.947, Loss: 0.046 Epoch 5 Batch 1559/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.059 Epoch 5 Batch 1560/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.947, Loss: 0.051 Epoch 5 Batch 1561/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.950, Loss: 0.079 Epoch 5 Batch 1562/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.947, Loss: 0.075 Epoch 5 Batch 1563/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.048 Epoch 5 Batch 1564/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.047 Epoch 5 Batch 1565/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.930, Loss: 0.066 Epoch 5 Batch 1566/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.930, Loss: 0.043 Epoch 5 Batch 1567/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.061 Epoch 5 Batch 1568/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.078 Epoch 5 Batch 1569/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.930, Loss: 0.028 Epoch 5 Batch 1570/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.930, Loss: 0.054 Epoch 5 Batch 1571/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.930, Loss: 0.063 Epoch 5 Batch 1572/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.930, Loss: 0.043 Epoch 5 Batch 1573/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.930, Loss: 0.053 Epoch 5 Batch 1574/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.041 Epoch 5 Batch 1575/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.036 Epoch 5 Batch 1576/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.940, Loss: 0.061 Epoch 5 Batch 1577/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.940, Loss: 0.045 Epoch 5 Batch 1578/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.047 Epoch 5 Batch 1579/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.050 Epoch 5 Batch 1580/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.941, Loss: 0.063 Epoch 5 Batch 1581/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.045 Epoch 5 Batch 1582/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.942, Loss: 0.083 Epoch 5 Batch 1583/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.942, Loss: 0.086 Epoch 5 Batch 1584/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.049 Epoch 5 Batch 1585/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.066 Epoch 5 Batch 1586/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.070 Epoch 5 Batch 1587/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.942, Loss: 0.054 Epoch 5 Batch 1588/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.942, Loss: 0.048 Epoch 5 Batch 1589/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.044 Epoch 5 Batch 1590/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.038 Epoch 5 Batch 1591/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.035 Epoch 5 Batch 1592/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.945, Loss: 0.068 Epoch 5 Batch 1593/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.052 Epoch 5 Batch 1594/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.063 Epoch 5 Batch 1595/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.061 Epoch 5 Batch 1596/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.030 Epoch 5 Batch 1597/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.954, Loss: 0.074 Epoch 5 Batch 1598/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.029 Epoch 5 Batch 1599/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.950, Loss: 0.070 Epoch 5 Batch 1600/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.951, Loss: 0.062 Epoch 5 Batch 1601/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.951, Loss: 0.056 Epoch 5 Batch 1602/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.047 Epoch 5 Batch 1603/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.079 Epoch 5 Batch 1604/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.063 Epoch 5 Batch 1605/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.047 Epoch 5 Batch 1606/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.954, Loss: 0.057 Epoch 5 Batch 1607/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.954, Loss: 0.065 Epoch 5 Batch 1608/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.059 Epoch 5 Batch 1609/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.056 Epoch 5 Batch 1610/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.947, Loss: 0.030 Epoch 5 Batch 1611/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.947, Loss: 0.056 Epoch 5 Batch 1612/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.058 Epoch 5 Batch 1613/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.928, Loss: 0.041 Epoch 5 Batch 1614/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.937, Loss: 0.045 Epoch 5 Batch 1615/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.937, Loss: 0.032 Epoch 5 Batch 1616/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.067 Epoch 5 Batch 1617/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.954, Loss: 0.061 Epoch 5 Batch 1618/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.058 Epoch 5 Batch 1619/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.056 Epoch 5 Batch 1620/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.081 Epoch 5 Batch 1621/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.050 Epoch 5 Batch 1622/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.037 Epoch 5 Batch 1623/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.947, Loss: 0.065 Epoch 5 Batch 1624/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.038 Epoch 5 Batch 1625/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.052 Epoch 5 Batch 1626/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.074 Epoch 5 Batch 1627/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.950, Loss: 0.071 Epoch 5 Batch 1628/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.047 Epoch 5 Batch 1629/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.064 Epoch 5 Batch 1630/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.041 Epoch 5 Batch 1631/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.051 Epoch 5 Batch 1632/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.068 Epoch 5 Batch 1633/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.084 Epoch 5 Batch 1634/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.945, Loss: 0.057 Epoch 5 Batch 1635/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.944, Loss: 0.076 Epoch 5 Batch 1636/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.950, Loss: 0.048 Epoch 5 Batch 1637/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.046 Epoch 5 Batch 1638/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.950, Loss: 0.090 Epoch 5 Batch 1639/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.950, Loss: 0.073 Epoch 5 Batch 1640/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.039 Epoch 5 Batch 1641/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.955, Loss: 0.045 Epoch 5 Batch 1642/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.068 Epoch 5 Batch 1643/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.955, Loss: 0.042 Epoch 5 Batch 1644/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.076 Epoch 5 Batch 1645/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.044 Epoch 5 Batch 1646/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.948, Loss: 0.069 Epoch 5 Batch 1647/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.960, Loss: 0.047 Epoch 5 Batch 1648/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.051 Epoch 5 Batch 1649/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.051 Epoch 5 Batch 1650/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.052 Epoch 5 Batch 1651/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.063 Epoch 5 Batch 1652/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.036 Epoch 5 Batch 1653/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.033 Epoch 5 Batch 1654/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.970, Loss: 0.073 Epoch 5 Batch 1655/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.062 Epoch 5 Batch 1656/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.965, Loss: 0.047 Epoch 5 Batch 1657/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.953, Loss: 0.065 Epoch 5 Batch 1658/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.029 Epoch 5 Batch 1659/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.945, Loss: 0.074 Epoch 5 Batch 1660/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.071 Epoch 5 Batch 1661/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.935, Loss: 0.062 Epoch 5 Batch 1662/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.935, Loss: 0.051 Epoch 5 Batch 1663/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.046 Epoch 5 Batch 1664/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.935, Loss: 0.056 Epoch 5 Batch 1665/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.048 Epoch 5 Batch 1666/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.058 Epoch 5 Batch 1667/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.947, Loss: 0.065 Epoch 5 Batch 1668/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.056 Epoch 5 Batch 1669/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.072 Epoch 5 Batch 1670/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.941, Loss: 0.054 Epoch 5 Batch 1671/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.942, Loss: 0.060 Epoch 5 Batch 1672/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.944, Loss: 0.043 Epoch 5 Batch 1673/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.047 Epoch 5 Batch 1674/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.043 Epoch 5 Batch 1675/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.944, Loss: 0.081 Epoch 5 Batch 1676/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.953, Loss: 0.066 Epoch 5 Batch 1677/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.945, Loss: 0.033 Epoch 5 Batch 1678/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.049 Epoch 5 Batch 1679/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.936, Loss: 0.044 Epoch 5 Batch 1680/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.936, Loss: 0.048 Epoch 5 Batch 1681/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.938, Loss: 0.036 Epoch 5 Batch 1682/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.928, Loss: 0.044 Epoch 5 Batch 1683/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.082 Epoch 5 Batch 1684/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.946, Loss: 0.061 Epoch 5 Batch 1685/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.051 Epoch 5 Batch 1686/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.946, Loss: 0.050 Epoch 5 Batch 1687/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.051 Epoch 5 Batch 1688/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.938, Loss: 0.045 Epoch 5 Batch 1689/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.042 Epoch 5 Batch 1690/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.938, Loss: 0.052 Epoch 5 Batch 1691/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.033 Epoch 5 Batch 1692/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.055 Epoch 5 Batch 1693/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.937, Loss: 0.086 Epoch 5 Batch 1694/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.937, Loss: 0.056 Epoch 5 Batch 1695/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.937, Loss: 0.068 Epoch 5 Batch 1696/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.065 Epoch 5 Batch 1697/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.935, Loss: 0.082 Epoch 5 Batch 1698/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.935, Loss: 0.031 Epoch 5 Batch 1699/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.945, Loss: 0.041 Epoch 5 Batch 1700/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.048 Epoch 5 Batch 1701/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.945, Loss: 0.075 Epoch 5 Batch 1702/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.945, Loss: 0.097 Epoch 5 Batch 1703/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.044 Epoch 5 Batch 1704/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.942, Loss: 0.084 Epoch 5 Batch 1705/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.942, Loss: 0.087 Epoch 5 Batch 1706/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.950, Loss: 0.071 Epoch 5 Batch 1707/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.950, Loss: 0.050 Epoch 5 Batch 1708/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.072 Epoch 5 Batch 1709/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.061 Epoch 5 Batch 1710/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.924, Loss: 0.050 Epoch 5 Batch 1711/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.063 Epoch 5 Batch 1712/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.924, Loss: 0.059 Epoch 5 Batch 1713/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.924, Loss: 0.081 Epoch 5 Batch 1714/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.048 Epoch 5 Batch 1715/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.942, Loss: 0.073 Epoch 5 Batch 1716/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.942, Loss: 0.027 Epoch 5 Batch 1717/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.049 Epoch 5 Batch 1718/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.043 Epoch 5 Batch 1719/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.066 Epoch 5 Batch 1720/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.066 Epoch 5 Batch 1721/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.059 Epoch 5 Batch 1722/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.942, Loss: 0.060 Epoch 5 Batch 1723/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.950, Loss: 0.052 Epoch 5 Batch 1724/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.950, Loss: 0.055 Epoch 5 Batch 1725/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.950, Loss: 0.057 Epoch 5 Batch 1726/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.056 Epoch 5 Batch 1727/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.933, Loss: 0.042 Epoch 5 Batch 1728/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.924, Loss: 0.061 Epoch 5 Batch 1729/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.051 Epoch 5 Batch 1730/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.039 Epoch 5 Batch 1731/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.075 Epoch 5 Batch 1732/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.048 Epoch 5 Batch 1733/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.051 Epoch 5 Batch 1734/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.933, Loss: 0.058 Epoch 5 Batch 1735/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.088 Epoch 5 Batch 1736/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.933, Loss: 0.118 Epoch 5 Batch 1737/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.086 Epoch 5 Batch 1738/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.933, Loss: 0.048 Epoch 5 Batch 1739/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.047 Epoch 5 Batch 1740/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.933, Loss: 0.051 Epoch 5 Batch 1741/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.046 Epoch 5 Batch 1742/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.942, Loss: 0.061 Epoch 5 Batch 1743/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.045 Epoch 5 Batch 1744/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.942, Loss: 0.045 Epoch 5 Batch 1745/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.063 Epoch 5 Batch 1746/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.945, Loss: 0.067 Epoch 5 Batch 1747/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.035 Epoch 5 Batch 1748/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.085 Epoch 5 Batch 1749/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.071 Epoch 5 Batch 1750/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.945, Loss: 0.074 Epoch 5 Batch 1751/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.945, Loss: 0.046 Epoch 5 Batch 1752/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.075 Epoch 5 Batch 1753/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.054 Epoch 5 Batch 1754/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.945, Loss: 0.056 Epoch 5 Batch 1755/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.052 Epoch 5 Batch 1756/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.933, Loss: 0.036 Epoch 5 Batch 1757/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.933, Loss: 0.055 Epoch 5 Batch 1758/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.058 Epoch 5 Batch 1759/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.041 Epoch 5 Batch 1760/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.933, Loss: 0.047 Epoch 5 Batch 1761/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.933, Loss: 0.100 Epoch 5 Batch 1762/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.933, Loss: 0.033 Epoch 5 Batch 1763/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.044 Epoch 5 Batch 1764/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.070 Epoch 5 Batch 1765/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.932, Loss: 0.062 Epoch 5 Batch 1766/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.066 Epoch 5 Batch 1767/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.067 Epoch 5 Batch 1768/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.932, Loss: 0.088 Epoch 5 Batch 1769/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.941, Loss: 0.044 Epoch 5 Batch 1770/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.941, Loss: 0.075 Epoch 5 Batch 1771/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.059 Epoch 5 Batch 1772/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.941, Loss: 0.030 Epoch 5 Batch 1773/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.063 Epoch 5 Batch 1774/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.042 Epoch 5 Batch 1775/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.942, Loss: 0.061 Epoch 5 Batch 1776/2154 - Train Accuracy: 0.881, Validation Accuracy: 0.942, Loss: 0.087 Epoch 5 Batch 1777/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.048 Epoch 5 Batch 1778/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.061 Epoch 5 Batch 1779/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.072 Epoch 5 Batch 1780/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.046 Epoch 5 Batch 1781/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.060 Epoch 5 Batch 1782/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.057 Epoch 5 Batch 1783/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.067 Epoch 5 Batch 1784/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.930, Loss: 0.032 Epoch 5 Batch 1785/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.034 Epoch 5 Batch 1786/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.948, Loss: 0.067 Epoch 5 Batch 1787/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.948, Loss: 0.049 Epoch 5 Batch 1788/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.038 Epoch 5 Batch 1789/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.059 Epoch 5 Batch 1790/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.044 Epoch 5 Batch 1791/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.057 Epoch 5 Batch 1792/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.048 Epoch 5 Batch 1793/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.071 Epoch 5 Batch 1794/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.050 Epoch 5 Batch 1795/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.931, Loss: 0.045 Epoch 5 Batch 1796/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.045 Epoch 5 Batch 1797/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.035 Epoch 5 Batch 1798/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.053 Epoch 5 Batch 1799/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.943, Loss: 0.048 Epoch 5 Batch 1800/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.935, Loss: 0.051 Epoch 5 Batch 1801/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.049 Epoch 5 Batch 1802/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.063 Epoch 5 Batch 1803/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.940, Loss: 0.098 Epoch 5 Batch 1804/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.055 Epoch 5 Batch 1805/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.943, Loss: 0.066 Epoch 5 Batch 1806/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.943, Loss: 0.055 Epoch 5 Batch 1807/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.943, Loss: 0.054 Epoch 5 Batch 1808/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.095 Epoch 5 Batch 1809/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.943, Loss: 0.038 Epoch 5 Batch 1810/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.934, Loss: 0.046 Epoch 5 Batch 1811/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.031 Epoch 5 Batch 1812/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.932, Loss: 0.046 Epoch 5 Batch 1813/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.076 Epoch 5 Batch 1814/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.038 Epoch 5 Batch 1815/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.942, Loss: 0.038 Epoch 5 Batch 1816/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.054 Epoch 5 Batch 1817/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.930, Loss: 0.096 Epoch 5 Batch 1818/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.926, Loss: 0.036 Epoch 5 Batch 1819/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.926, Loss: 0.090 Epoch 5 Batch 1820/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.926, Loss: 0.046 Epoch 5 Batch 1821/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.926, Loss: 0.062 Epoch 5 Batch 1822/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.926, Loss: 0.059 Epoch 5 Batch 1823/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.933, Loss: 0.051 Epoch 5 Batch 1824/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.062 Epoch 5 Batch 1825/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.043 Epoch 5 Batch 1826/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.940, Loss: 0.045 Epoch 5 Batch 1827/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.065 Epoch 5 Batch 1828/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.065 Epoch 5 Batch 1829/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.921, Loss: 0.051 Epoch 5 Batch 1830/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.921, Loss: 0.118 Epoch 5 Batch 1831/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.041 Epoch 5 Batch 1832/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.025 Epoch 5 Batch 1833/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.921, Loss: 0.072 Epoch 5 Batch 1834/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.921, Loss: 0.038 Epoch 5 Batch 1835/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.930, Loss: 0.053 Epoch 5 Batch 1836/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.931, Loss: 0.044 Epoch 5 Batch 1837/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.931, Loss: 0.043 Epoch 5 Batch 1838/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.054 Epoch 5 Batch 1839/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.947, Loss: 0.041 Epoch 5 Batch 1840/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.030 Epoch 5 Batch 1841/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.054 Epoch 5 Batch 1842/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.946, Loss: 0.056 Epoch 5 Batch 1843/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.946, Loss: 0.076 Epoch 5 Batch 1844/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.946, Loss: 0.045 Epoch 5 Batch 1845/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.063 Epoch 5 Batch 1846/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.937, Loss: 0.068 Epoch 5 Batch 1847/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.036 Epoch 5 Batch 1848/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.938, Loss: 0.027 Epoch 5 Batch 1849/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.071 Epoch 5 Batch 1850/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.938, Loss: 0.077 Epoch 5 Batch 1851/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.061 Epoch 5 Batch 1852/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.939, Loss: 0.052 Epoch 5 Batch 1853/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.939, Loss: 0.054 Epoch 5 Batch 1854/2154 - Train Accuracy: 0.873, Validation Accuracy: 0.939, Loss: 0.053 Epoch 5 Batch 1855/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.939, Loss: 0.062 Epoch 5 Batch 1856/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.930, Loss: 0.050 Epoch 5 Batch 1857/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.069 Epoch 5 Batch 1858/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.930, Loss: 0.053 Epoch 5 Batch 1859/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.061 Epoch 5 Batch 1860/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.050 Epoch 5 Batch 1861/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.930, Loss: 0.044 Epoch 5 Batch 1862/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.930, Loss: 0.041 Epoch 5 Batch 1863/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.930, Loss: 0.052 Epoch 5 Batch 1864/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.930, Loss: 0.029 Epoch 5 Batch 1865/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.930, Loss: 0.043 Epoch 5 Batch 1866/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.060 Epoch 5 Batch 1867/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.040 Epoch 5 Batch 1868/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.070 Epoch 5 Batch 1869/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.057 Epoch 5 Batch 1870/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.955, Loss: 0.052 Epoch 5 Batch 1871/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.048 Epoch 5 Batch 1872/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.055 Epoch 5 Batch 1873/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.064 Epoch 5 Batch 1874/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.055 Epoch 5 Batch 1875/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.926, Loss: 0.061 Epoch 5 Batch 1876/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.926, Loss: 0.056 Epoch 5 Batch 1877/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.926, Loss: 0.079 Epoch 5 Batch 1878/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.935, Loss: 0.053 Epoch 5 Batch 1879/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.935, Loss: 0.065 Epoch 5 Batch 1880/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.935, Loss: 0.056 Epoch 5 Batch 1881/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.935, Loss: 0.040 Epoch 5 Batch 1882/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.040 Epoch 5 Batch 1883/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.935, Loss: 0.046 Epoch 5 Batch 1884/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.064 Epoch 5 Batch 1885/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.956, Loss: 0.074 Epoch 5 Batch 1886/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.043 Epoch 5 Batch 1887/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.067 Epoch 5 Batch 1888/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.024 Epoch 5 Batch 1889/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.964, Loss: 0.045 Epoch 5 Batch 1890/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.028 Epoch 5 Batch 1891/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.041 Epoch 5 Batch 1892/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.955, Loss: 0.044 Epoch 5 Batch 1893/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.948, Loss: 0.038 Epoch 5 Batch 1894/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.948, Loss: 0.044 Epoch 5 Batch 1895/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.041 Epoch 5 Batch 1896/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.944, Loss: 0.061 Epoch 5 Batch 1897/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.050 Epoch 5 Batch 1898/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.944, Loss: 0.055 Epoch 5 Batch 1899/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.931, Loss: 0.046 Epoch 5 Batch 1900/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.067 Epoch 5 Batch 1901/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.924, Loss: 0.041 Epoch 5 Batch 1902/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.925, Loss: 0.047 Epoch 5 Batch 1903/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.925, Loss: 0.039 Epoch 5 Batch 1904/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.072 Epoch 5 Batch 1905/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.938, Loss: 0.028 Epoch 5 Batch 1906/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.929, Loss: 0.045 Epoch 5 Batch 1907/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.040 Epoch 5 Batch 1908/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.043 Epoch 5 Batch 1909/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.950, Loss: 0.088 Epoch 5 Batch 1910/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.950, Loss: 0.035 Epoch 5 Batch 1911/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.067 Epoch 5 Batch 1912/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.055 Epoch 5 Batch 1913/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.964, Loss: 0.061 Epoch 5 Batch 1914/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.057 Epoch 5 Batch 1915/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.019 Epoch 5 Batch 1916/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.058 Epoch 5 Batch 1917/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.961, Loss: 0.061 Epoch 5 Batch 1918/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.049 Epoch 5 Batch 1919/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.960, Loss: 0.071 Epoch 5 Batch 1920/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.951, Loss: 0.031 Epoch 5 Batch 1921/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.942, Loss: 0.037 Epoch 5 Batch 1922/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.055 Epoch 5 Batch 1923/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.030 Epoch 5 Batch 1924/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.950, Loss: 0.038 Epoch 5 Batch 1925/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.060 Epoch 5 Batch 1926/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.951, Loss: 0.065 Epoch 5 Batch 1927/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.057 Epoch 5 Batch 1928/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.086 Epoch 5 Batch 1929/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.039 Epoch 5 Batch 1930/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.950, Loss: 0.051 Epoch 5 Batch 1931/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.045 Epoch 5 Batch 1932/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.950, Loss: 0.084 Epoch 5 Batch 1933/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.959, Loss: 0.051 Epoch 5 Batch 1934/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.959, Loss: 0.043 Epoch 5 Batch 1935/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.954, Loss: 0.059 Epoch 5 Batch 1936/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.954, Loss: 0.051 Epoch 5 Batch 1937/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.945, Loss: 0.083 Epoch 5 Batch 1938/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.945, Loss: 0.076 Epoch 5 Batch 1939/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.086 Epoch 5 Batch 1940/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.939, Loss: 0.053 Epoch 5 Batch 1941/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.939, Loss: 0.058 Epoch 5 Batch 1942/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.065 Epoch 5 Batch 1943/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.094 Epoch 5 Batch 1944/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.056 Epoch 5 Batch 1945/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.039 Epoch 5 Batch 1946/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.928, Loss: 0.066 Epoch 5 Batch 1947/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.928, Loss: 0.026 Epoch 5 Batch 1948/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.928, Loss: 0.045 Epoch 5 Batch 1949/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.050 Epoch 5 Batch 1950/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.038 Epoch 5 Batch 1951/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.062 Epoch 5 Batch 1952/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.945, Loss: 0.032 Epoch 5 Batch 1953/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.038 Epoch 5 Batch 1954/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.060 Epoch 5 Batch 1955/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.042 Epoch 5 Batch 1956/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.945, Loss: 0.035 Epoch 5 Batch 1957/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.053 Epoch 5 Batch 1958/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.045 Epoch 5 Batch 1959/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.057 Epoch 5 Batch 1960/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.062 Epoch 5 Batch 1961/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.067 Epoch 5 Batch 1962/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.061 Epoch 5 Batch 1963/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.053 Epoch 5 Batch 1964/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.945, Loss: 0.067 Epoch 5 Batch 1965/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.055 Epoch 5 Batch 1966/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.059 Epoch 5 Batch 1967/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.943, Loss: 0.044 Epoch 5 Batch 1968/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.047 Epoch 5 Batch 1969/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.943, Loss: 0.061 Epoch 5 Batch 1970/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.943, Loss: 0.055 Epoch 5 Batch 1971/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.043 Epoch 5 Batch 1972/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.948, Loss: 0.033 Epoch 5 Batch 1973/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.032 Epoch 5 Batch 1974/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.950, Loss: 0.052 Epoch 5 Batch 1975/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.950, Loss: 0.065 Epoch 5 Batch 1976/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.943, Loss: 0.034 Epoch 5 Batch 1977/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.072 Epoch 5 Batch 1978/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.072 Epoch 5 Batch 1979/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.067 Epoch 5 Batch 1980/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.941, Loss: 0.060 Epoch 5 Batch 1981/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.941, Loss: 0.046 Epoch 5 Batch 1982/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.071 Epoch 5 Batch 1983/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.932, Loss: 0.055 Epoch 5 Batch 1984/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.045 Epoch 5 Batch 1985/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.932, Loss: 0.056 Epoch 5 Batch 1986/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.045 Epoch 5 Batch 1987/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.932, Loss: 0.034 Epoch 5 Batch 1988/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.045 Epoch 5 Batch 1989/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.040 Epoch 5 Batch 1990/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.044 Epoch 5 Batch 1991/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.046 Epoch 5 Batch 1992/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.075 Epoch 5 Batch 1993/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.953, Loss: 0.035 Epoch 5 Batch 1994/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.963, Loss: 0.069 Epoch 5 Batch 1995/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.965, Loss: 0.072 Epoch 5 Batch 1996/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.043 Epoch 5 Batch 1997/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.953, Loss: 0.076 Epoch 5 Batch 1998/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.031 Epoch 5 Batch 1999/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.050 Epoch 5 Batch 2000/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.942, Loss: 0.060 Epoch 5 Batch 2001/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.060 Epoch 5 Batch 2002/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.040 Epoch 5 Batch 2003/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.942, Loss: 0.051 Epoch 5 Batch 2004/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.039 Epoch 5 Batch 2005/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.052 Epoch 5 Batch 2006/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.949, Loss: 0.027 Epoch 5 Batch 2007/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.949, Loss: 0.070 Epoch 5 Batch 2008/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.051 Epoch 5 Batch 2009/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.942, Loss: 0.037 Epoch 5 Batch 2010/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.096 Epoch 5 Batch 2011/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.056 Epoch 5 Batch 2012/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.936, Loss: 0.042 Epoch 5 Batch 2013/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.936, Loss: 0.045 Epoch 5 Batch 2014/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.936, Loss: 0.036 Epoch 5 Batch 2015/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.045 Epoch 5 Batch 2016/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.942, Loss: 0.045 Epoch 5 Batch 2017/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.942, Loss: 0.059 Epoch 5 Batch 2018/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.077 Epoch 5 Batch 2019/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.030 Epoch 5 Batch 2020/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.030 Epoch 5 Batch 2021/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.050 Epoch 5 Batch 2022/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.041 Epoch 5 Batch 2023/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.041 Epoch 5 Batch 2024/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.035 Epoch 5 Batch 2025/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.038 Epoch 5 Batch 2026/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.942, Loss: 0.033 Epoch 5 Batch 2027/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.027 Epoch 5 Batch 2028/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.933, Loss: 0.048 Epoch 5 Batch 2029/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.050 Epoch 5 Batch 2030/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.938, Loss: 0.048 Epoch 5 Batch 2031/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.938, Loss: 0.063 Epoch 5 Batch 2032/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.938, Loss: 0.076 Epoch 5 Batch 2033/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.044 Epoch 5 Batch 2034/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.058 Epoch 5 Batch 2035/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.946, Loss: 0.038 Epoch 5 Batch 2036/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.946, Loss: 0.052 Epoch 5 Batch 2037/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.047 Epoch 5 Batch 2038/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.949, Loss: 0.048 Epoch 5 Batch 2039/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.949, Loss: 0.085 Epoch 5 Batch 2040/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.053 Epoch 5 Batch 2041/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.932, Loss: 0.034 Epoch 5 Batch 2042/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.929, Loss: 0.064 Epoch 5 Batch 2043/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.929, Loss: 0.050 Epoch 5 Batch 2044/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.051 Epoch 5 Batch 2045/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.037 Epoch 5 Batch 2046/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.064 Epoch 5 Batch 2047/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.946, Loss: 0.052 Epoch 5 Batch 2048/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.062 Epoch 5 Batch 2049/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.060 Epoch 5 Batch 2050/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.072 Epoch 5 Batch 2051/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.941, Loss: 0.050 Epoch 5 Batch 2052/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.035 Epoch 5 Batch 2053/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.079 Epoch 5 Batch 2054/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.942, Loss: 0.038 Epoch 5 Batch 2055/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.942, Loss: 0.058 Epoch 5 Batch 2056/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.942, Loss: 0.032 Epoch 5 Batch 2057/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.038 Epoch 5 Batch 2058/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.057 Epoch 5 Batch 2059/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.046 Epoch 5 Batch 2060/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.942, Loss: 0.051 Epoch 5 Batch 2061/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.059 Epoch 5 Batch 2062/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.942, Loss: 0.055 Epoch 5 Batch 2063/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.934, Loss: 0.056 Epoch 5 Batch 2064/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.059 Epoch 5 Batch 2065/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.929, Loss: 0.061 Epoch 5 Batch 2066/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.929, Loss: 0.087 Epoch 5 Batch 2067/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.046 Epoch 5 Batch 2068/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.944, Loss: 0.051 Epoch 5 Batch 2069/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.042 Epoch 5 Batch 2070/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.044 Epoch 5 Batch 2071/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.041 Epoch 5 Batch 2072/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.933, Loss: 0.040 Epoch 5 Batch 2073/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.933, Loss: 0.048 Epoch 5 Batch 2074/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.061 Epoch 5 Batch 2075/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.051 Epoch 5 Batch 2076/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.048 Epoch 5 Batch 2077/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.100 Epoch 5 Batch 2078/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.036 Epoch 5 Batch 2079/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.938, Loss: 0.068 Epoch 5 Batch 2080/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.938, Loss: 0.042 Epoch 5 Batch 2081/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.052 Epoch 5 Batch 2082/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.929, Loss: 0.062 Epoch 5 Batch 2083/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.045 Epoch 5 Batch 2084/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.928, Loss: 0.083 Epoch 5 Batch 2085/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.928, Loss: 0.040 Epoch 5 Batch 2086/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.048 Epoch 5 Batch 2087/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.928, Loss: 0.040 Epoch 5 Batch 2088/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.928, Loss: 0.063 Epoch 5 Batch 2089/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.928, Loss: 0.074 Epoch 5 Batch 2090/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.066 Epoch 5 Batch 2091/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.935, Loss: 0.054 Epoch 5 Batch 2092/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.066 Epoch 5 Batch 2093/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.936, Loss: 0.044 Epoch 5 Batch 2094/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.936, Loss: 0.051 Epoch 5 Batch 2095/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.936, Loss: 0.045 Epoch 5 Batch 2096/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.047 Epoch 5 Batch 2097/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.936, Loss: 0.046 Epoch 5 Batch 2098/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.057 Epoch 5 Batch 2099/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.957, Loss: 0.082 Epoch 5 Batch 2100/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.047 Epoch 5 Batch 2101/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.036 Epoch 5 Batch 2102/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.957, Loss: 0.055 Epoch 5 Batch 2103/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.054 Epoch 5 Batch 2104/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.957, Loss: 0.059 Epoch 5 Batch 2105/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.075 Epoch 5 Batch 2106/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.965, Loss: 0.054 Epoch 5 Batch 2107/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.965, Loss: 0.079 Epoch 5 Batch 2108/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.039 Epoch 5 Batch 2109/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.044 Epoch 5 Batch 2110/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.966, Loss: 0.053 Epoch 5 Batch 2111/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.968, Loss: 0.063 Epoch 5 Batch 2112/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.968, Loss: 0.056 Epoch 5 Batch 2113/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.970, Loss: 0.041 Epoch 5 Batch 2114/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.970, Loss: 0.068 Epoch 5 Batch 2115/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.056 Epoch 5 Batch 2116/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.057 Epoch 5 Batch 2117/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.954, Loss: 0.059 Epoch 5 Batch 2118/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.053 Epoch 5 Batch 2119/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.945, Loss: 0.074 Epoch 5 Batch 2120/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.955, Loss: 0.049 Epoch 5 Batch 2121/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.035 Epoch 5 Batch 2122/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.942, Loss: 0.036 Epoch 5 Batch 2123/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.942, Loss: 0.087 Epoch 5 Batch 2124/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.054 Epoch 5 Batch 2125/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.055 Epoch 5 Batch 2126/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.938, Loss: 0.051 Epoch 5 Batch 2127/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.078 Epoch 5 Batch 2128/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.068 Epoch 5 Batch 2129/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.933, Loss: 0.050 Epoch 5 Batch 2130/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.914, Loss: 0.043 Epoch 5 Batch 2131/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.923, Loss: 0.042 Epoch 5 Batch 2132/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.923, Loss: 0.036 Epoch 5 Batch 2133/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.923, Loss: 0.043 Epoch 5 Batch 2134/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.933, Loss: 0.050 Epoch 5 Batch 2135/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.933, Loss: 0.059 Epoch 5 Batch 2136/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.941, Loss: 0.053 Epoch 5 Batch 2137/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.941, Loss: 0.042 Epoch 5 Batch 2138/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.941, Loss: 0.034 Epoch 5 Batch 2139/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.941, Loss: 0.034 Epoch 5 Batch 2140/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.032 Epoch 5 Batch 2141/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.936, Loss: 0.045 Epoch 5 Batch 2142/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.044 Epoch 5 Batch 2143/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.928, Loss: 0.039 Epoch 5 Batch 2144/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.059 Epoch 5 Batch 2145/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.073 Epoch 5 Batch 2146/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.938, Loss: 0.051 Epoch 5 Batch 2147/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.938, Loss: 0.057 Epoch 5 Batch 2148/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.938, Loss: 0.074 Epoch 5 Batch 2149/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.097 Epoch 5 Batch 2150/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.057 Epoch 5 Batch 2151/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.040 Epoch 5 Batch 2152/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.069 Epoch 6 Batch 0/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.951, Loss: 0.048 Epoch 6 Batch 1/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.951, Loss: 0.051 Epoch 6 Batch 2/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.951, Loss: 0.050 Epoch 6 Batch 3/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.038 Epoch 6 Batch 4/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.040 Epoch 6 Batch 5/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.942, Loss: 0.056 Epoch 6 Batch 6/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.041 Epoch 6 Batch 7/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.933, Loss: 0.035 Epoch 6 Batch 8/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.087 Epoch 6 Batch 9/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.933, Loss: 0.034 Epoch 6 Batch 10/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.038 Epoch 6 Batch 11/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.092 Epoch 6 Batch 12/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.066 Epoch 6 Batch 13/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.936, Loss: 0.040 Epoch 6 Batch 14/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.059 Epoch 6 Batch 15/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.944, Loss: 0.056 Epoch 6 Batch 16/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.042 Epoch 6 Batch 17/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.071 Epoch 6 Batch 18/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.941, Loss: 0.045 Epoch 6 Batch 19/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.932, Loss: 0.050 Epoch 6 Batch 20/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.048 Epoch 6 Batch 21/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.932, Loss: 0.059 Epoch 6 Batch 22/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.050 Epoch 6 Batch 23/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.932, Loss: 0.078 Epoch 6 Batch 24/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.932, Loss: 0.057 Epoch 6 Batch 25/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.932, Loss: 0.046 Epoch 6 Batch 26/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.932, Loss: 0.046 Epoch 6 Batch 27/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.059 Epoch 6 Batch 28/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.052 Epoch 6 Batch 29/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.037 Epoch 6 Batch 30/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.028 Epoch 6 Batch 31/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.029 Epoch 6 Batch 32/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.072 Epoch 6 Batch 33/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.959, Loss: 0.071 Epoch 6 Batch 34/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.052 Epoch 6 Batch 35/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.960, Loss: 0.074 Epoch 6 Batch 36/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.959, Loss: 0.056 Epoch 6 Batch 37/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.045 Epoch 6 Batch 38/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.061 Epoch 6 Batch 39/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.056 Epoch 6 Batch 40/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.053 Epoch 6 Batch 41/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.061 Epoch 6 Batch 42/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.941, Loss: 0.036 Epoch 6 Batch 43/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.059 Epoch 6 Batch 44/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.941, Loss: 0.071 Epoch 6 Batch 45/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.057 Epoch 6 Batch 46/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.053 Epoch 6 Batch 47/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.942, Loss: 0.047 Epoch 6 Batch 48/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.950, Loss: 0.074 Epoch 6 Batch 49/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.950, Loss: 0.039 Epoch 6 Batch 50/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.950, Loss: 0.091 Epoch 6 Batch 51/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.038 Epoch 6 Batch 52/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.950, Loss: 0.037 Epoch 6 Batch 53/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.936, Loss: 0.048 Epoch 6 Batch 54/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.945, Loss: 0.092 Epoch 6 Batch 55/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.942, Loss: 0.044 Epoch 6 Batch 56/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.056 Epoch 6 Batch 57/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.041 Epoch 6 Batch 58/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.079 Epoch 6 Batch 59/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.955, Loss: 0.073 Epoch 6 Batch 60/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.039 Epoch 6 Batch 61/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.935, Loss: 0.040 Epoch 6 Batch 62/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.935, Loss: 0.048 Epoch 6 Batch 63/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.061 Epoch 6 Batch 64/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.048 Epoch 6 Batch 65/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.055 Epoch 6 Batch 66/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.959, Loss: 0.056 Epoch 6 Batch 67/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.959, Loss: 0.047 Epoch 6 Batch 68/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.047 Epoch 6 Batch 69/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.048 Epoch 6 Batch 70/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.962, Loss: 0.059 Epoch 6 Batch 71/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.061 Epoch 6 Batch 72/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.035 Epoch 6 Batch 73/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.962, Loss: 0.048 Epoch 6 Batch 74/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.046 Epoch 6 Batch 75/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.060 Epoch 6 Batch 76/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.048 Epoch 6 Batch 77/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.963, Loss: 0.103 Epoch 6 Batch 78/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.963, Loss: 0.046 Epoch 6 Batch 79/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.963, Loss: 0.062 Epoch 6 Batch 80/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.963, Loss: 0.058 Epoch 6 Batch 81/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.048 Epoch 6 Batch 82/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.955, Loss: 0.032 Epoch 6 Batch 83/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.943, Loss: 0.036 Epoch 6 Batch 84/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.048 Epoch 6 Batch 85/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.951, Loss: 0.081 Epoch 6 Batch 86/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.046 Epoch 6 Batch 87/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.947, Loss: 0.034 Epoch 6 Batch 88/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.034 Epoch 6 Batch 89/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.939, Loss: 0.033 Epoch 6 Batch 90/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.045 Epoch 6 Batch 91/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.938, Loss: 0.048 Epoch 6 Batch 92/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.059 Epoch 6 Batch 93/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.939, Loss: 0.045 Epoch 6 Batch 94/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.939, Loss: 0.054 Epoch 6 Batch 95/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.940, Loss: 0.039 Epoch 6 Batch 96/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.067 Epoch 6 Batch 97/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.941, Loss: 0.062 Epoch 6 Batch 98/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.942, Loss: 0.090 Epoch 6 Batch 99/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.942, Loss: 0.038 Epoch 6 Batch 100/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.942, Loss: 0.097 Epoch 6 Batch 101/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.046 Epoch 6 Batch 102/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.941, Loss: 0.045 Epoch 6 Batch 103/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.941, Loss: 0.058 Epoch 6 Batch 104/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.942, Loss: 0.068 Epoch 6 Batch 105/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.951, Loss: 0.072 Epoch 6 Batch 106/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.045 Epoch 6 Batch 107/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.054 Epoch 6 Batch 108/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.941, Loss: 0.058 Epoch 6 Batch 109/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.079 Epoch 6 Batch 110/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.930, Loss: 0.090 Epoch 6 Batch 111/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.045 Epoch 6 Batch 112/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.041 Epoch 6 Batch 113/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.942, Loss: 0.041 Epoch 6 Batch 114/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.033 Epoch 6 Batch 115/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.055 Epoch 6 Batch 116/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.056 Epoch 6 Batch 117/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.942, Loss: 0.039 Epoch 6 Batch 118/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.939, Loss: 0.059 Epoch 6 Batch 119/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.939, Loss: 0.054 Epoch 6 Batch 120/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.941, Loss: 0.047 Epoch 6 Batch 121/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.941, Loss: 0.036 Epoch 6 Batch 122/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.047 Epoch 6 Batch 123/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.074 Epoch 6 Batch 124/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.935, Loss: 0.072 Epoch 6 Batch 125/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.938, Loss: 0.052 Epoch 6 Batch 126/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.948, Loss: 0.074 Epoch 6 Batch 127/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.948, Loss: 0.035 Epoch 6 Batch 128/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.948, Loss: 0.033 Epoch 6 Batch 129/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.042 Epoch 6 Batch 130/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.054 Epoch 6 Batch 131/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.055 Epoch 6 Batch 132/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.041 Epoch 6 Batch 133/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.029 Epoch 6 Batch 134/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.041 Epoch 6 Batch 135/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.948, Loss: 0.069 Epoch 6 Batch 136/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.040 Epoch 6 Batch 137/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.962, Loss: 0.092 Epoch 6 Batch 138/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.962, Loss: 0.054 Epoch 6 Batch 139/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.056 Epoch 6 Batch 140/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.962, Loss: 0.078 Epoch 6 Batch 141/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.050 Epoch 6 Batch 142/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.952, Loss: 0.060 Epoch 6 Batch 143/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.032 Epoch 6 Batch 144/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.053 Epoch 6 Batch 145/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.944, Loss: 0.052 Epoch 6 Batch 146/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.044 Epoch 6 Batch 147/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.962, Loss: 0.038 Epoch 6 Batch 148/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.962, Loss: 0.057 Epoch 6 Batch 149/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.045 Epoch 6 Batch 150/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.033 Epoch 6 Batch 151/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.962, Loss: 0.082 Epoch 6 Batch 152/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.961, Loss: 0.084 Epoch 6 Batch 153/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.956, Loss: 0.055 Epoch 6 Batch 154/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.033 Epoch 6 Batch 155/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.956, Loss: 0.046 Epoch 6 Batch 156/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.956, Loss: 0.043 Epoch 6 Batch 157/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.947, Loss: 0.051 Epoch 6 Batch 158/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.956, Loss: 0.030 Epoch 6 Batch 159/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.956, Loss: 0.050 Epoch 6 Batch 160/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.042 Epoch 6 Batch 161/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.051 Epoch 6 Batch 162/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.947, Loss: 0.045 Epoch 6 Batch 163/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.954, Loss: 0.045 Epoch 6 Batch 164/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.954, Loss: 0.043 Epoch 6 Batch 165/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.953, Loss: 0.054 Epoch 6 Batch 166/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.035 Epoch 6 Batch 167/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.038 Epoch 6 Batch 168/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.051 Epoch 6 Batch 169/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.065 Epoch 6 Batch 170/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.962, Loss: 0.040 Epoch 6 Batch 171/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.040 Epoch 6 Batch 172/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.954, Loss: 0.039 Epoch 6 Batch 173/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.954, Loss: 0.049 Epoch 6 Batch 174/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.050 Epoch 6 Batch 175/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.957, Loss: 0.050 Epoch 6 Batch 176/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.955, Loss: 0.067 Epoch 6 Batch 177/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.955, Loss: 0.044 Epoch 6 Batch 178/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.059 Epoch 6 Batch 179/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.943, Loss: 0.058 Epoch 6 Batch 180/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.040 Epoch 6 Batch 181/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.943, Loss: 0.052 Epoch 6 Batch 182/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.054 Epoch 6 Batch 183/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.043 Epoch 6 Batch 184/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.943, Loss: 0.053 Epoch 6 Batch 185/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.038 Epoch 6 Batch 186/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.934, Loss: 0.072 Epoch 6 Batch 187/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.943, Loss: 0.058 Epoch 6 Batch 188/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.943, Loss: 0.036 Epoch 6 Batch 189/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.943, Loss: 0.044 Epoch 6 Batch 190/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.043 Epoch 6 Batch 191/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.068 Epoch 6 Batch 192/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.054 Epoch 6 Batch 193/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.047 Epoch 6 Batch 194/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.946, Loss: 0.056 Epoch 6 Batch 195/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.050 Epoch 6 Batch 196/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.045 Epoch 6 Batch 197/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.044 Epoch 6 Batch 198/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.070 Epoch 6 Batch 199/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.050 Epoch 6 Batch 200/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.034 Epoch 6 Batch 201/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.952, Loss: 0.049 Epoch 6 Batch 202/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.033 Epoch 6 Batch 203/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.952, Loss: 0.053 Epoch 6 Batch 204/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.952, Loss: 0.037 Epoch 6 Batch 205/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.952, Loss: 0.024 Epoch 6 Batch 206/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.054 Epoch 6 Batch 207/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.079 Epoch 6 Batch 208/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.044 Epoch 6 Batch 209/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.083 Epoch 6 Batch 210/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.953, Loss: 0.041 Epoch 6 Batch 211/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.034 Epoch 6 Batch 212/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.048 Epoch 6 Batch 213/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.059 Epoch 6 Batch 214/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.067 Epoch 6 Batch 215/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.047 Epoch 6 Batch 216/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.069 Epoch 6 Batch 217/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.944, Loss: 0.062 Epoch 6 Batch 218/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.955, Loss: 0.056 Epoch 6 Batch 219/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.056 Epoch 6 Batch 220/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.054 Epoch 6 Batch 221/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.034 Epoch 6 Batch 222/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.062 Epoch 6 Batch 223/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.959, Loss: 0.059 Epoch 6 Batch 224/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.957, Loss: 0.046 Epoch 6 Batch 225/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.034 Epoch 6 Batch 226/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.044 Epoch 6 Batch 227/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.966, Loss: 0.060 Epoch 6 Batch 228/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.048 Epoch 6 Batch 229/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.040 Epoch 6 Batch 230/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.041 Epoch 6 Batch 231/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.949, Loss: 0.068 Epoch 6 Batch 232/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.949, Loss: 0.057 Epoch 6 Batch 233/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.937, Loss: 0.074 Epoch 6 Batch 234/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.948, Loss: 0.060 Epoch 6 Batch 235/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.041 Epoch 6 Batch 236/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.947, Loss: 0.040 Epoch 6 Batch 237/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.067 Epoch 6 Batch 238/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.930, Loss: 0.056 Epoch 6 Batch 239/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.038 Epoch 6 Batch 240/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.054 Epoch 6 Batch 241/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.945, Loss: 0.060 Epoch 6 Batch 242/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.945, Loss: 0.048 Epoch 6 Batch 243/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.053 Epoch 6 Batch 244/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.948, Loss: 0.054 Epoch 6 Batch 245/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.948, Loss: 0.049 Epoch 6 Batch 246/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.957, Loss: 0.046 Epoch 6 Batch 247/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.047 Epoch 6 Batch 248/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.042 Epoch 6 Batch 249/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.958, Loss: 0.058 Epoch 6 Batch 250/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.046 Epoch 6 Batch 251/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.961, Loss: 0.053 Epoch 6 Batch 252/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.098 Epoch 6 Batch 253/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.966, Loss: 0.044 Epoch 6 Batch 254/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.966, Loss: 0.039 Epoch 6 Batch 255/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.053 Epoch 6 Batch 256/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.033 Epoch 6 Batch 257/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.054 Epoch 6 Batch 258/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.026 Epoch 6 Batch 259/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.064 Epoch 6 Batch 260/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.932, Loss: 0.066 Epoch 6 Batch 261/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.932, Loss: 0.043 Epoch 6 Batch 262/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.932, Loss: 0.038 Epoch 6 Batch 263/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.932, Loss: 0.052 Epoch 6 Batch 264/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.044 Epoch 6 Batch 265/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.920, Loss: 0.053 Epoch 6 Batch 266/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.927, Loss: 0.037 Epoch 6 Batch 267/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.043 Epoch 6 Batch 268/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.929, Loss: 0.030 Epoch 6 Batch 269/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.918, Loss: 0.053 Epoch 6 Batch 270/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.927, Loss: 0.061 Epoch 6 Batch 271/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.927, Loss: 0.049 Epoch 6 Batch 272/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.927, Loss: 0.033 Epoch 6 Batch 273/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.927, Loss: 0.037 Epoch 6 Batch 274/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.927, Loss: 0.055 Epoch 6 Batch 275/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.927, Loss: 0.046 Epoch 6 Batch 276/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.920, Loss: 0.043 Epoch 6 Batch 277/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.921, Loss: 0.052 Epoch 6 Batch 278/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.912, Loss: 0.044 Epoch 6 Batch 279/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.912, Loss: 0.028 Epoch 6 Batch 280/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.925, Loss: 0.063 Epoch 6 Batch 281/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.068 Epoch 6 Batch 282/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.037 Epoch 6 Batch 283/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.940, Loss: 0.040 Epoch 6 Batch 284/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.054 Epoch 6 Batch 285/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.940, Loss: 0.060 Epoch 6 Batch 286/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.038 Epoch 6 Batch 287/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.940, Loss: 0.049 Epoch 6 Batch 288/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.049 Epoch 6 Batch 289/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.947, Loss: 0.050 Epoch 6 Batch 290/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.058 Epoch 6 Batch 291/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.947, Loss: 0.044 Epoch 6 Batch 292/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.047 Epoch 6 Batch 293/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.947, Loss: 0.051 Epoch 6 Batch 294/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.949, Loss: 0.133 Epoch 6 Batch 295/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.051 Epoch 6 Batch 296/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.949, Loss: 0.058 Epoch 6 Batch 297/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.050 Epoch 6 Batch 298/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.055 Epoch 6 Batch 299/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.042 Epoch 6 Batch 300/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.940, Loss: 0.070 Epoch 6 Batch 301/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.940, Loss: 0.054 Epoch 6 Batch 302/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.932, Loss: 0.050 Epoch 6 Batch 303/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.932, Loss: 0.035 Epoch 6 Batch 304/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.049 Epoch 6 Batch 305/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.943, Loss: 0.088 Epoch 6 Batch 306/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.943, Loss: 0.071 Epoch 6 Batch 307/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.943, Loss: 0.081 Epoch 6 Batch 308/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.925, Loss: 0.039 Epoch 6 Batch 309/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.925, Loss: 0.041 Epoch 6 Batch 310/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.925, Loss: 0.044 Epoch 6 Batch 311/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.916, Loss: 0.042 Epoch 6 Batch 312/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.916, Loss: 0.058 Epoch 6 Batch 313/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.907, Loss: 0.030 Epoch 6 Batch 314/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.908, Loss: 0.046 Epoch 6 Batch 315/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.053 Epoch 6 Batch 316/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.936, Loss: 0.067 Epoch 6 Batch 317/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.945, Loss: 0.092 Epoch 6 Batch 318/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.059 Epoch 6 Batch 319/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.945, Loss: 0.051 Epoch 6 Batch 320/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.971, Loss: 0.026 Epoch 6 Batch 321/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.971, Loss: 0.053 Epoch 6 Batch 322/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.956, Loss: 0.028 Epoch 6 Batch 323/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.947, Loss: 0.058 Epoch 6 Batch 324/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.962, Loss: 0.033 Epoch 6 Batch 325/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.061 Epoch 6 Batch 326/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.044 Epoch 6 Batch 327/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.054 Epoch 6 Batch 328/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.933, Loss: 0.059 Epoch 6 Batch 329/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.933, Loss: 0.055 Epoch 6 Batch 330/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.043 Epoch 6 Batch 331/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.941, Loss: 0.048 Epoch 6 Batch 332/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.941, Loss: 0.045 Epoch 6 Batch 333/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.941, Loss: 0.064 Epoch 6 Batch 334/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.971, Loss: 0.057 Epoch 6 Batch 335/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.036 Epoch 6 Batch 336/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.964, Loss: 0.065 Epoch 6 Batch 337/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.964, Loss: 0.071 Epoch 6 Batch 338/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.046 Epoch 6 Batch 339/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.964, Loss: 0.073 Epoch 6 Batch 340/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.963, Loss: 0.052 Epoch 6 Batch 341/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.963, Loss: 0.075 Epoch 6 Batch 342/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.059 Epoch 6 Batch 343/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.040 Epoch 6 Batch 344/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.055 Epoch 6 Batch 345/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.933, Loss: 0.053 Epoch 6 Batch 346/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.933, Loss: 0.039 Epoch 6 Batch 347/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.933, Loss: 0.044 Epoch 6 Batch 348/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.063 Epoch 6 Batch 349/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.933, Loss: 0.036 Epoch 6 Batch 350/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.933, Loss: 0.071 Epoch 6 Batch 351/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.064 Epoch 6 Batch 352/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.933, Loss: 0.044 Epoch 6 Batch 353/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.933, Loss: 0.047 Epoch 6 Batch 354/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.942, Loss: 0.039 Epoch 6 Batch 355/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.074 Epoch 6 Batch 356/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 357/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.047 Epoch 6 Batch 358/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.950, Loss: 0.041 Epoch 6 Batch 359/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.050 Epoch 6 Batch 360/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.052 Epoch 6 Batch 361/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.945, Loss: 0.051 Epoch 6 Batch 362/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 363/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.061 Epoch 6 Batch 364/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.927, Loss: 0.053 Epoch 6 Batch 365/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.058 Epoch 6 Batch 366/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.065 Epoch 6 Batch 367/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.954, Loss: 0.044 Epoch 6 Batch 368/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.043 Epoch 6 Batch 369/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.953, Loss: 0.036 Epoch 6 Batch 370/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.953, Loss: 0.057 Epoch 6 Batch 371/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.953, Loss: 0.058 Epoch 6 Batch 372/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.953, Loss: 0.064 Epoch 6 Batch 373/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.053 Epoch 6 Batch 374/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.929, Loss: 0.056 Epoch 6 Batch 375/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.034 Epoch 6 Batch 376/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.039 Epoch 6 Batch 377/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.937, Loss: 0.056 Epoch 6 Batch 378/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.937, Loss: 0.050 Epoch 6 Batch 379/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.930, Loss: 0.054 Epoch 6 Batch 380/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.931, Loss: 0.038 Epoch 6 Batch 381/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.931, Loss: 0.049 Epoch 6 Batch 382/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.918, Loss: 0.032 Epoch 6 Batch 383/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.918, Loss: 0.043 Epoch 6 Batch 384/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.918, Loss: 0.038 Epoch 6 Batch 385/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.918, Loss: 0.046 Epoch 6 Batch 386/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.923, Loss: 0.071 Epoch 6 Batch 387/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.919, Loss: 0.045 Epoch 6 Batch 388/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.919, Loss: 0.047 Epoch 6 Batch 389/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.919, Loss: 0.035 Epoch 6 Batch 390/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.919, Loss: 0.036 Epoch 6 Batch 391/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.919, Loss: 0.034 Epoch 6 Batch 392/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.925, Loss: 0.035 Epoch 6 Batch 393/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.036 Epoch 6 Batch 394/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.934, Loss: 0.051 Epoch 6 Batch 395/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.934, Loss: 0.040 Epoch 6 Batch 396/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.058 Epoch 6 Batch 397/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.934, Loss: 0.038 Epoch 6 Batch 398/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.934, Loss: 0.067 Epoch 6 Batch 399/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.046 Epoch 6 Batch 400/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.033 Epoch 6 Batch 401/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.047 Epoch 6 Batch 402/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.936, Loss: 0.049 Epoch 6 Batch 403/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.050 Epoch 6 Batch 404/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.945, Loss: 0.031 Epoch 6 Batch 405/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 406/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 407/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.945, Loss: 0.049 Epoch 6 Batch 408/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.032 Epoch 6 Batch 409/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.082 Epoch 6 Batch 410/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.936, Loss: 0.059 Epoch 6 Batch 411/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.948, Loss: 0.074 Epoch 6 Batch 412/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.049 Epoch 6 Batch 413/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.940, Loss: 0.043 Epoch 6 Batch 414/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.041 Epoch 6 Batch 415/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.041 Epoch 6 Batch 416/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.042 Epoch 6 Batch 417/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.055 Epoch 6 Batch 418/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.053 Epoch 6 Batch 419/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.044 Epoch 6 Batch 420/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.037 Epoch 6 Batch 421/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.069 Epoch 6 Batch 422/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.948, Loss: 0.045 Epoch 6 Batch 423/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.040 Epoch 6 Batch 424/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.955, Loss: 0.060 Epoch 6 Batch 425/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.035 Epoch 6 Batch 426/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.032 Epoch 6 Batch 427/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.036 Epoch 6 Batch 428/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.946, Loss: 0.032 Epoch 6 Batch 429/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.946, Loss: 0.032 Epoch 6 Batch 430/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.938, Loss: 0.040 Epoch 6 Batch 431/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.925, Loss: 0.064 Epoch 6 Batch 432/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.935, Loss: 0.063 Epoch 6 Batch 433/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.058 Epoch 6 Batch 434/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.943, Loss: 0.056 Epoch 6 Batch 435/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.942, Loss: 0.051 Epoch 6 Batch 436/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.036 Epoch 6 Batch 437/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.064 Epoch 6 Batch 438/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.064 Epoch 6 Batch 439/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.025 Epoch 6 Batch 440/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.047 Epoch 6 Batch 441/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.055 Epoch 6 Batch 442/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.950, Loss: 0.059 Epoch 6 Batch 443/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.052 Epoch 6 Batch 444/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.950, Loss: 0.037 Epoch 6 Batch 445/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.950, Loss: 0.055 Epoch 6 Batch 446/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.030 Epoch 6 Batch 447/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.945, Loss: 0.029 Epoch 6 Batch 448/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.945, Loss: 0.049 Epoch 6 Batch 449/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.945, Loss: 0.061 Epoch 6 Batch 450/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.951, Loss: 0.046 Epoch 6 Batch 451/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.049 Epoch 6 Batch 452/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.952, Loss: 0.083 Epoch 6 Batch 453/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.952, Loss: 0.045 Epoch 6 Batch 454/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.946, Loss: 0.036 Epoch 6 Batch 455/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.946, Loss: 0.067 Epoch 6 Batch 456/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.946, Loss: 0.064 Epoch 6 Batch 457/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.037 Epoch 6 Batch 458/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.039 Epoch 6 Batch 459/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.955, Loss: 0.068 Epoch 6 Batch 460/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.041 Epoch 6 Batch 461/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.037 Epoch 6 Batch 462/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.955, Loss: 0.050 Epoch 6 Batch 463/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.059 Epoch 6 Batch 464/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.072 Epoch 6 Batch 465/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.043 Epoch 6 Batch 466/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.947, Loss: 0.038 Epoch 6 Batch 467/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.032 Epoch 6 Batch 468/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.108 Epoch 6 Batch 469/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.057 Epoch 6 Batch 470/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.046 Epoch 6 Batch 471/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.952, Loss: 0.079 Epoch 6 Batch 472/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.032 Epoch 6 Batch 473/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.084 Epoch 6 Batch 474/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.046 Epoch 6 Batch 475/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.038 Epoch 6 Batch 476/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.952, Loss: 0.050 Epoch 6 Batch 477/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.056 Epoch 6 Batch 478/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.943, Loss: 0.044 Epoch 6 Batch 479/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.943, Loss: 0.026 Epoch 6 Batch 480/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.942, Loss: 0.039 Epoch 6 Batch 481/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.942, Loss: 0.036 Epoch 6 Batch 482/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.061 Epoch 6 Batch 483/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.041 Epoch 6 Batch 484/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.942, Loss: 0.031 Epoch 6 Batch 485/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.942, Loss: 0.035 Epoch 6 Batch 486/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.038 Epoch 6 Batch 487/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.090 Epoch 6 Batch 488/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.049 Epoch 6 Batch 489/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.950, Loss: 0.029 Epoch 6 Batch 490/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.036 Epoch 6 Batch 491/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.935, Loss: 0.038 Epoch 6 Batch 492/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.052 Epoch 6 Batch 493/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.051 Epoch 6 Batch 494/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.929, Loss: 0.046 Epoch 6 Batch 495/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.929, Loss: 0.041 Epoch 6 Batch 496/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.935, Loss: 0.044 Epoch 6 Batch 497/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.045 Epoch 6 Batch 498/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.936, Loss: 0.044 Epoch 6 Batch 499/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.050 Epoch 6 Batch 500/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.940, Loss: 0.044 Epoch 6 Batch 501/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.060 Epoch 6 Batch 502/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.940, Loss: 0.040 Epoch 6 Batch 503/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.041 Epoch 6 Batch 504/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.949, Loss: 0.071 Epoch 6 Batch 505/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.949, Loss: 0.058 Epoch 6 Batch 506/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.044 Epoch 6 Batch 507/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.949, Loss: 0.057 Epoch 6 Batch 508/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.056 Epoch 6 Batch 509/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.055 Epoch 6 Batch 510/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.950, Loss: 0.058 Epoch 6 Batch 511/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.950, Loss: 0.032 Epoch 6 Batch 512/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.943, Loss: 0.062 Epoch 6 Batch 513/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.934, Loss: 0.089 Epoch 6 Batch 514/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.934, Loss: 0.073 Epoch 6 Batch 515/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.934, Loss: 0.037 Epoch 6 Batch 516/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.048 Epoch 6 Batch 517/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.934, Loss: 0.063 Epoch 6 Batch 518/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.934, Loss: 0.041 Epoch 6 Batch 519/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.053 Epoch 6 Batch 520/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.032 Epoch 6 Batch 521/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.942, Loss: 0.046 Epoch 6 Batch 522/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.035 Epoch 6 Batch 523/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.057 Epoch 6 Batch 524/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.047 Epoch 6 Batch 525/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.042 Epoch 6 Batch 526/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.033 Epoch 6 Batch 527/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.041 Epoch 6 Batch 528/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.960, Loss: 0.034 Epoch 6 Batch 529/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.960, Loss: 0.067 Epoch 6 Batch 530/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.054 Epoch 6 Batch 531/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.956, Loss: 0.042 Epoch 6 Batch 532/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.953, Loss: 0.053 Epoch 6 Batch 533/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.044 Epoch 6 Batch 534/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.953, Loss: 0.070 Epoch 6 Batch 535/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.953, Loss: 0.052 Epoch 6 Batch 536/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.036 Epoch 6 Batch 537/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.931, Loss: 0.062 Epoch 6 Batch 538/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.067 Epoch 6 Batch 539/2154 - Train Accuracy: 0.899, Validation Accuracy: 0.932, Loss: 0.096 Epoch 6 Batch 540/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.932, Loss: 0.039 Epoch 6 Batch 541/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.932, Loss: 0.069 Epoch 6 Batch 542/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.932, Loss: 0.050 Epoch 6 Batch 543/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.932, Loss: 0.057 Epoch 6 Batch 544/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.923, Loss: 0.050 Epoch 6 Batch 545/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.083 Epoch 6 Batch 546/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.932, Loss: 0.069 Epoch 6 Batch 547/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.035 Epoch 6 Batch 548/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.051 Epoch 6 Batch 549/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.932, Loss: 0.053 Epoch 6 Batch 550/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.932, Loss: 0.056 Epoch 6 Batch 551/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.931, Loss: 0.054 Epoch 6 Batch 552/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.931, Loss: 0.047 Epoch 6 Batch 553/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.922, Loss: 0.100 Epoch 6 Batch 554/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.922, Loss: 0.035 Epoch 6 Batch 555/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.056 Epoch 6 Batch 556/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.931, Loss: 0.034 Epoch 6 Batch 557/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.931, Loss: 0.064 Epoch 6 Batch 558/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.940, Loss: 0.065 Epoch 6 Batch 559/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.931, Loss: 0.044 Epoch 6 Batch 560/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.931, Loss: 0.051 Epoch 6 Batch 561/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.051 Epoch 6 Batch 562/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.940, Loss: 0.057 Epoch 6 Batch 563/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.939, Loss: 0.065 Epoch 6 Batch 564/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.947, Loss: 0.046 Epoch 6 Batch 565/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.057 Epoch 6 Batch 566/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.075 Epoch 6 Batch 567/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.930, Loss: 0.043 Epoch 6 Batch 568/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.930, Loss: 0.064 Epoch 6 Batch 569/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.930, Loss: 0.040 Epoch 6 Batch 570/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.054 Epoch 6 Batch 571/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.930, Loss: 0.047 Epoch 6 Batch 572/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.922, Loss: 0.043 Epoch 6 Batch 573/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.922, Loss: 0.060 Epoch 6 Batch 574/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.922, Loss: 0.050 Epoch 6 Batch 575/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.923, Loss: 0.060 Epoch 6 Batch 576/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.923, Loss: 0.039 Epoch 6 Batch 577/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.923, Loss: 0.062 Epoch 6 Batch 578/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.923, Loss: 0.037 Epoch 6 Batch 579/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.923, Loss: 0.044 Epoch 6 Batch 580/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.923, Loss: 0.057 Epoch 6 Batch 581/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.923, Loss: 0.065 Epoch 6 Batch 582/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.931, Loss: 0.068 Epoch 6 Batch 583/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.931, Loss: 0.079 Epoch 6 Batch 584/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.930, Loss: 0.057 Epoch 6 Batch 585/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.070 Epoch 6 Batch 586/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.939, Loss: 0.057 Epoch 6 Batch 587/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.939, Loss: 0.060 Epoch 6 Batch 588/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.930, Loss: 0.048 Epoch 6 Batch 589/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.930, Loss: 0.046 Epoch 6 Batch 590/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.921, Loss: 0.065 Epoch 6 Batch 591/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.915, Loss: 0.054 Epoch 6 Batch 592/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.915, Loss: 0.073 Epoch 6 Batch 593/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.915, Loss: 0.042 Epoch 6 Batch 594/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.920, Loss: 0.074 Epoch 6 Batch 595/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.929, Loss: 0.050 Epoch 6 Batch 596/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.920, Loss: 0.073 Epoch 6 Batch 597/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.941, Loss: 0.048 Epoch 6 Batch 598/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.085 Epoch 6 Batch 599/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.063 Epoch 6 Batch 600/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.941, Loss: 0.035 Epoch 6 Batch 601/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.036 Epoch 6 Batch 602/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.040 Epoch 6 Batch 603/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.940, Loss: 0.046 Epoch 6 Batch 604/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.042 Epoch 6 Batch 605/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.935, Loss: 0.059 Epoch 6 Batch 606/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.935, Loss: 0.035 Epoch 6 Batch 607/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.944, Loss: 0.037 Epoch 6 Batch 608/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.065 Epoch 6 Batch 609/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.075 Epoch 6 Batch 610/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.038 Epoch 6 Batch 611/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.051 Epoch 6 Batch 612/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.036 Epoch 6 Batch 613/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.944, Loss: 0.066 Epoch 6 Batch 614/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.039 Epoch 6 Batch 615/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.944, Loss: 0.055 Epoch 6 Batch 616/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.057 Epoch 6 Batch 617/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.049 Epoch 6 Batch 618/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.945, Loss: 0.066 Epoch 6 Batch 619/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.936, Loss: 0.030 Epoch 6 Batch 620/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.936, Loss: 0.041 Epoch 6 Batch 621/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.927, Loss: 0.051 Epoch 6 Batch 622/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.927, Loss: 0.046 Epoch 6 Batch 623/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.927, Loss: 0.037 Epoch 6 Batch 624/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.927, Loss: 0.046 Epoch 6 Batch 625/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.927, Loss: 0.049 Epoch 6 Batch 626/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.071 Epoch 6 Batch 627/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.934, Loss: 0.047 Epoch 6 Batch 628/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.951, Loss: 0.032 Epoch 6 Batch 629/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.945, Loss: 0.055 Epoch 6 Batch 630/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.056 Epoch 6 Batch 631/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.052 Epoch 6 Batch 632/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 633/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.032 Epoch 6 Batch 634/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.058 Epoch 6 Batch 635/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.061 Epoch 6 Batch 636/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.945, Loss: 0.061 Epoch 6 Batch 637/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.944, Loss: 0.054 Epoch 6 Batch 638/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.032 Epoch 6 Batch 639/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.944, Loss: 0.063 Epoch 6 Batch 640/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.060 Epoch 6 Batch 641/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.045 Epoch 6 Batch 642/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.056 Epoch 6 Batch 643/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.944, Loss: 0.034 Epoch 6 Batch 644/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.944, Loss: 0.045 Epoch 6 Batch 645/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.935, Loss: 0.034 Epoch 6 Batch 646/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.052 Epoch 6 Batch 647/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.926, Loss: 0.058 Epoch 6 Batch 648/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.926, Loss: 0.055 Epoch 6 Batch 649/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.926, Loss: 0.033 Epoch 6 Batch 650/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.930, Loss: 0.057 Epoch 6 Batch 651/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.928, Loss: 0.054 Epoch 6 Batch 652/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.928, Loss: 0.041 Epoch 6 Batch 653/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.928, Loss: 0.066 Epoch 6 Batch 654/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.928, Loss: 0.054 Epoch 6 Batch 655/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.928, Loss: 0.061 Epoch 6 Batch 656/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.076 Epoch 6 Batch 657/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.937, Loss: 0.072 Epoch 6 Batch 658/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.065 Epoch 6 Batch 659/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.937, Loss: 0.056 Epoch 6 Batch 660/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.928, Loss: 0.064 Epoch 6 Batch 661/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.929, Loss: 0.055 Epoch 6 Batch 662/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.929, Loss: 0.066 Epoch 6 Batch 663/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.094 Epoch 6 Batch 664/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.938, Loss: 0.043 Epoch 6 Batch 665/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.033 Epoch 6 Batch 666/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.039 Epoch 6 Batch 667/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 668/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.945, Loss: 0.044 Epoch 6 Batch 669/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.045 Epoch 6 Batch 670/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.937, Loss: 0.034 Epoch 6 Batch 671/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.937, Loss: 0.051 Epoch 6 Batch 672/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.035 Epoch 6 Batch 673/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.949, Loss: 0.122 Epoch 6 Batch 674/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.043 Epoch 6 Batch 675/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.043 Epoch 6 Batch 676/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.048 Epoch 6 Batch 677/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.957, Loss: 0.057 Epoch 6 Batch 678/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.957, Loss: 0.063 Epoch 6 Batch 679/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.039 Epoch 6 Batch 680/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.031 Epoch 6 Batch 681/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.057 Epoch 6 Batch 682/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.043 Epoch 6 Batch 683/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.041 Epoch 6 Batch 684/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.957, Loss: 0.091 Epoch 6 Batch 685/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.037 Epoch 6 Batch 686/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.038 Epoch 6 Batch 687/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.961, Loss: 0.057 Epoch 6 Batch 688/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.050 Epoch 6 Batch 689/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.035 Epoch 6 Batch 690/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.961, Loss: 0.058 Epoch 6 Batch 691/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.961, Loss: 0.041 Epoch 6 Batch 692/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.956, Loss: 0.046 Epoch 6 Batch 693/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.956, Loss: 0.045 Epoch 6 Batch 694/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.046 Epoch 6 Batch 695/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.947, Loss: 0.043 Epoch 6 Batch 696/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.939, Loss: 0.043 Epoch 6 Batch 697/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.950, Loss: 0.033 Epoch 6 Batch 698/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.058 Epoch 6 Batch 699/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.945, Loss: 0.041 Epoch 6 Batch 700/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.945, Loss: 0.043 Epoch 6 Batch 701/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.040 Epoch 6 Batch 702/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.937, Loss: 0.047 Epoch 6 Batch 703/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.073 Epoch 6 Batch 704/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.937, Loss: 0.054 Epoch 6 Batch 705/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.937, Loss: 0.035 Epoch 6 Batch 706/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.937, Loss: 0.031 Epoch 6 Batch 707/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.037 Epoch 6 Batch 708/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.063 Epoch 6 Batch 709/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.946, Loss: 0.055 Epoch 6 Batch 710/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.037 Epoch 6 Batch 711/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.040 Epoch 6 Batch 712/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.937, Loss: 0.042 Epoch 6 Batch 713/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.928, Loss: 0.046 Epoch 6 Batch 714/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.928, Loss: 0.056 Epoch 6 Batch 715/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.928, Loss: 0.043 Epoch 6 Batch 716/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.928, Loss: 0.045 Epoch 6 Batch 717/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.928, Loss: 0.076 Epoch 6 Batch 718/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.928, Loss: 0.041 Epoch 6 Batch 719/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.929, Loss: 0.055 Epoch 6 Batch 720/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.938, Loss: 0.054 Epoch 6 Batch 721/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.929, Loss: 0.037 Epoch 6 Batch 722/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.028 Epoch 6 Batch 723/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.059 Epoch 6 Batch 724/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.938, Loss: 0.035 Epoch 6 Batch 725/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.059 Epoch 6 Batch 726/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.053 Epoch 6 Batch 727/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.060 Epoch 6 Batch 728/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.053 Epoch 6 Batch 729/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.946, Loss: 0.043 Epoch 6 Batch 730/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.946, Loss: 0.074 Epoch 6 Batch 731/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.946, Loss: 0.045 Epoch 6 Batch 732/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.946, Loss: 0.024 Epoch 6 Batch 733/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.038 Epoch 6 Batch 734/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.060 Epoch 6 Batch 735/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.957, Loss: 0.032 Epoch 6 Batch 736/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.027 Epoch 6 Batch 737/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.057 Epoch 6 Batch 738/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.043 Epoch 6 Batch 739/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.035 Epoch 6 Batch 740/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.054 Epoch 6 Batch 741/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.948, Loss: 0.071 Epoch 6 Batch 742/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.940, Loss: 0.031 Epoch 6 Batch 743/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.038 Epoch 6 Batch 744/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.035 Epoch 6 Batch 745/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.044 Epoch 6 Batch 746/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.035 Epoch 6 Batch 747/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.044 Epoch 6 Batch 748/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.939, Loss: 0.027 Epoch 6 Batch 749/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.939, Loss: 0.054 Epoch 6 Batch 750/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.041 Epoch 6 Batch 751/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.939, Loss: 0.051 Epoch 6 Batch 752/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.058 Epoch 6 Batch 753/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.064 Epoch 6 Batch 754/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.047 Epoch 6 Batch 755/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.045 Epoch 6 Batch 756/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.952, Loss: 0.057 Epoch 6 Batch 757/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.053 Epoch 6 Batch 758/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.952, Loss: 0.027 Epoch 6 Batch 759/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.069 Epoch 6 Batch 760/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.940, Loss: 0.053 Epoch 6 Batch 761/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.941, Loss: 0.039 Epoch 6 Batch 762/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.941, Loss: 0.044 Epoch 6 Batch 763/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.939, Loss: 0.077 Epoch 6 Batch 764/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.051 Epoch 6 Batch 765/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.073 Epoch 6 Batch 766/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.937, Loss: 0.064 Epoch 6 Batch 767/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.925, Loss: 0.055 Epoch 6 Batch 768/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.925, Loss: 0.042 Epoch 6 Batch 769/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.923, Loss: 0.045 Epoch 6 Batch 770/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.923, Loss: 0.038 Epoch 6 Batch 771/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.923, Loss: 0.077 Epoch 6 Batch 772/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.923, Loss: 0.031 Epoch 6 Batch 773/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.923, Loss: 0.053 Epoch 6 Batch 774/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.921, Loss: 0.058 Epoch 6 Batch 775/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.921, Loss: 0.055 Epoch 6 Batch 776/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.920, Loss: 0.045 Epoch 6 Batch 777/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.920, Loss: 0.052 Epoch 6 Batch 778/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.923, Loss: 0.057 Epoch 6 Batch 779/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.913, Loss: 0.081 Epoch 6 Batch 780/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.915, Loss: 0.045 Epoch 6 Batch 781/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.926, Loss: 0.044 Epoch 6 Batch 782/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.933, Loss: 0.056 Epoch 6 Batch 783/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.926, Loss: 0.031 Epoch 6 Batch 784/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.923, Loss: 0.067 Epoch 6 Batch 785/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.923, Loss: 0.043 Epoch 6 Batch 786/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.925, Loss: 0.068 Epoch 6 Batch 787/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.918, Loss: 0.041 Epoch 6 Batch 788/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.918, Loss: 0.041 Epoch 6 Batch 789/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.918, Loss: 0.061 Epoch 6 Batch 790/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.918, Loss: 0.043 Epoch 6 Batch 791/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.927, Loss: 0.042 Epoch 6 Batch 792/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.054 Epoch 6 Batch 793/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.944, Loss: 0.068 Epoch 6 Batch 794/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.055 Epoch 6 Batch 795/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.944, Loss: 0.063 Epoch 6 Batch 796/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.944, Loss: 0.071 Epoch 6 Batch 797/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.048 Epoch 6 Batch 798/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.055 Epoch 6 Batch 799/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.933, Loss: 0.044 Epoch 6 Batch 800/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.935, Loss: 0.047 Epoch 6 Batch 801/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.069 Epoch 6 Batch 802/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.924, Loss: 0.061 Epoch 6 Batch 803/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.038 Epoch 6 Batch 804/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.030 Epoch 6 Batch 805/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.933, Loss: 0.034 Epoch 6 Batch 806/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.048 Epoch 6 Batch 807/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.054 Epoch 6 Batch 808/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.933, Loss: 0.086 Epoch 6 Batch 809/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.933, Loss: 0.076 Epoch 6 Batch 810/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.944, Loss: 0.049 Epoch 6 Batch 811/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.944, Loss: 0.062 Epoch 6 Batch 812/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.943, Loss: 0.031 Epoch 6 Batch 813/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.030 Epoch 6 Batch 814/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.935, Loss: 0.045 Epoch 6 Batch 815/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.079 Epoch 6 Batch 816/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.936, Loss: 0.046 Epoch 6 Batch 817/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.933, Loss: 0.071 Epoch 6 Batch 818/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.941, Loss: 0.035 Epoch 6 Batch 819/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.941, Loss: 0.056 Epoch 6 Batch 820/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.933, Loss: 0.044 Epoch 6 Batch 821/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.088 Epoch 6 Batch 822/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.051 Epoch 6 Batch 823/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.934, Loss: 0.048 Epoch 6 Batch 824/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.063 Epoch 6 Batch 825/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.928, Loss: 0.047 Epoch 6 Batch 826/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.928, Loss: 0.037 Epoch 6 Batch 827/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.936, Loss: 0.043 Epoch 6 Batch 828/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.936, Loss: 0.043 Epoch 6 Batch 829/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.937, Loss: 0.048 Epoch 6 Batch 830/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.936, Loss: 0.057 Epoch 6 Batch 831/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.072 Epoch 6 Batch 832/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.936, Loss: 0.054 Epoch 6 Batch 833/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.936, Loss: 0.059 Epoch 6 Batch 834/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.936, Loss: 0.037 Epoch 6 Batch 835/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.936, Loss: 0.102 Epoch 6 Batch 836/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.075 Epoch 6 Batch 837/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.936, Loss: 0.035 Epoch 6 Batch 838/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.037 Epoch 6 Batch 839/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.034 Epoch 6 Batch 840/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.937, Loss: 0.053 Epoch 6 Batch 841/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.937, Loss: 0.032 Epoch 6 Batch 842/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.936, Loss: 0.037 Epoch 6 Batch 843/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.945, Loss: 0.081 Epoch 6 Batch 844/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.945, Loss: 0.059 Epoch 6 Batch 845/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.051 Epoch 6 Batch 846/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.028 Epoch 6 Batch 847/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.044 Epoch 6 Batch 848/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.065 Epoch 6 Batch 849/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.058 Epoch 6 Batch 850/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.038 Epoch 6 Batch 851/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.040 Epoch 6 Batch 852/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.945, Loss: 0.041 Epoch 6 Batch 853/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 854/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.053 Epoch 6 Batch 855/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.945, Loss: 0.056 Epoch 6 Batch 856/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.031 Epoch 6 Batch 857/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.045 Epoch 6 Batch 858/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.945, Loss: 0.029 Epoch 6 Batch 859/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.933, Loss: 0.037 Epoch 6 Batch 860/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.040 Epoch 6 Batch 861/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.032 Epoch 6 Batch 862/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.044 Epoch 6 Batch 863/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.942, Loss: 0.031 Epoch 6 Batch 864/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.038 Epoch 6 Batch 865/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.942, Loss: 0.045 Epoch 6 Batch 866/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.942, Loss: 0.054 Epoch 6 Batch 867/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.081 Epoch 6 Batch 868/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.038 Epoch 6 Batch 869/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.940, Loss: 0.036 Epoch 6 Batch 870/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.931, Loss: 0.045 Epoch 6 Batch 871/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.925, Loss: 0.062 Epoch 6 Batch 872/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.925, Loss: 0.056 Epoch 6 Batch 873/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.062 Epoch 6 Batch 874/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.924, Loss: 0.065 Epoch 6 Batch 875/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.924, Loss: 0.049 Epoch 6 Batch 876/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.030 Epoch 6 Batch 877/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.041 Epoch 6 Batch 878/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.933, Loss: 0.042 Epoch 6 Batch 879/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.055 Epoch 6 Batch 880/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.071 Epoch 6 Batch 881/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.932, Loss: 0.058 Epoch 6 Batch 882/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.047 Epoch 6 Batch 883/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.933, Loss: 0.051 Epoch 6 Batch 884/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.940, Loss: 0.054 Epoch 6 Batch 885/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.079 Epoch 6 Batch 886/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.931, Loss: 0.035 Epoch 6 Batch 887/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.933, Loss: 0.037 Epoch 6 Batch 888/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.933, Loss: 0.043 Epoch 6 Batch 889/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.933, Loss: 0.039 Epoch 6 Batch 890/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.933, Loss: 0.051 Epoch 6 Batch 891/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.933, Loss: 0.073 Epoch 6 Batch 892/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.933, Loss: 0.030 Epoch 6 Batch 893/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.933, Loss: 0.033 Epoch 6 Batch 894/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.942, Loss: 0.045 Epoch 6 Batch 895/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.049 Epoch 6 Batch 896/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.940, Loss: 0.044 Epoch 6 Batch 897/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.065 Epoch 6 Batch 898/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.061 Epoch 6 Batch 899/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.930, Loss: 0.056 Epoch 6 Batch 900/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.933, Loss: 0.046 Epoch 6 Batch 901/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.050 Epoch 6 Batch 902/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.057 Epoch 6 Batch 903/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.951, Loss: 0.042 Epoch 6 Batch 904/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.951, Loss: 0.050 Epoch 6 Batch 905/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.040 Epoch 6 Batch 906/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.960, Loss: 0.055 Epoch 6 Batch 907/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.960, Loss: 0.052 Epoch 6 Batch 908/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.957, Loss: 0.060 Epoch 6 Batch 909/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.957, Loss: 0.055 Epoch 6 Batch 910/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.948, Loss: 0.046 Epoch 6 Batch 911/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.051 Epoch 6 Batch 912/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.952, Loss: 0.073 Epoch 6 Batch 913/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.048 Epoch 6 Batch 914/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.050 Epoch 6 Batch 915/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.942, Loss: 0.032 Epoch 6 Batch 916/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.951, Loss: 0.042 Epoch 6 Batch 917/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.962, Loss: 0.045 Epoch 6 Batch 918/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.964, Loss: 0.075 Epoch 6 Batch 919/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.963, Loss: 0.074 Epoch 6 Batch 920/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.039 Epoch 6 Batch 921/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.955, Loss: 0.037 Epoch 6 Batch 922/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.952, Loss: 0.078 Epoch 6 Batch 923/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.952, Loss: 0.047 Epoch 6 Batch 924/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.952, Loss: 0.039 Epoch 6 Batch 925/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.952, Loss: 0.040 Epoch 6 Batch 926/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.048 Epoch 6 Batch 927/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.050 Epoch 6 Batch 928/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.961, Loss: 0.056 Epoch 6 Batch 929/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.033 Epoch 6 Batch 930/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.044 Epoch 6 Batch 931/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.046 Epoch 6 Batch 932/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.069 Epoch 6 Batch 933/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.951, Loss: 0.050 Epoch 6 Batch 934/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.951, Loss: 0.038 Epoch 6 Batch 935/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.067 Epoch 6 Batch 936/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.043 Epoch 6 Batch 937/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.044 Epoch 6 Batch 938/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.076 Epoch 6 Batch 939/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.037 Epoch 6 Batch 940/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.056 Epoch 6 Batch 941/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.046 Epoch 6 Batch 942/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.942, Loss: 0.046 Epoch 6 Batch 943/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.034 Epoch 6 Batch 944/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.942, Loss: 0.030 Epoch 6 Batch 945/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.951, Loss: 0.037 Epoch 6 Batch 946/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.960, Loss: 0.043 Epoch 6 Batch 947/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.063 Epoch 6 Batch 948/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.047 Epoch 6 Batch 949/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.036 Epoch 6 Batch 950/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.044 Epoch 6 Batch 951/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.045 Epoch 6 Batch 952/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.964, Loss: 0.046 Epoch 6 Batch 953/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.952, Loss: 0.048 Epoch 6 Batch 954/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.024 Epoch 6 Batch 955/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.058 Epoch 6 Batch 956/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.063 Epoch 6 Batch 957/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.943, Loss: 0.073 Epoch 6 Batch 958/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.943, Loss: 0.036 Epoch 6 Batch 959/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.060 Epoch 6 Batch 960/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.943, Loss: 0.076 Epoch 6 Batch 961/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.039 Epoch 6 Batch 962/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.051 Epoch 6 Batch 963/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.057 Epoch 6 Batch 964/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.943, Loss: 0.049 Epoch 6 Batch 965/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.943, Loss: 0.059 Epoch 6 Batch 966/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.040 Epoch 6 Batch 967/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.943, Loss: 0.034 Epoch 6 Batch 968/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.045 Epoch 6 Batch 969/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.041 Epoch 6 Batch 970/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.932, Loss: 0.066 Epoch 6 Batch 971/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.932, Loss: 0.045 Epoch 6 Batch 972/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.932, Loss: 0.064 Epoch 6 Batch 973/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.923, Loss: 0.035 Epoch 6 Batch 974/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.923, Loss: 0.036 Epoch 6 Batch 975/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.923, Loss: 0.056 Epoch 6 Batch 976/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.923, Loss: 0.047 Epoch 6 Batch 977/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.923, Loss: 0.030 Epoch 6 Batch 978/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.923, Loss: 0.054 Epoch 6 Batch 979/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.933, Loss: 0.041 Epoch 6 Batch 980/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.043 Epoch 6 Batch 981/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.924, Loss: 0.039 Epoch 6 Batch 982/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.924, Loss: 0.045 Epoch 6 Batch 983/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.924, Loss: 0.072 Epoch 6 Batch 984/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.929, Loss: 0.052 Epoch 6 Batch 985/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.929, Loss: 0.069 Epoch 6 Batch 986/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.928, Loss: 0.042 Epoch 6 Batch 987/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.928, Loss: 0.033 Epoch 6 Batch 988/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.928, Loss: 0.042 Epoch 6 Batch 989/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.931, Loss: 0.033 Epoch 6 Batch 990/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.025 Epoch 6 Batch 991/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.931, Loss: 0.036 Epoch 6 Batch 992/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.034 Epoch 6 Batch 993/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.043 Epoch 6 Batch 994/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.947, Loss: 0.057 Epoch 6 Batch 995/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.942, Loss: 0.041 Epoch 6 Batch 996/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.065 Epoch 6 Batch 997/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.046 Epoch 6 Batch 998/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.926, Loss: 0.070 Epoch 6 Batch 999/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.925, Loss: 0.036 Epoch 6 Batch 1000/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.917, Loss: 0.029 Epoch 6 Batch 1001/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.914, Loss: 0.038 Epoch 6 Batch 1002/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.914, Loss: 0.033 Epoch 6 Batch 1003/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.914, Loss: 0.028 Epoch 6 Batch 1004/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.914, Loss: 0.033 Epoch 6 Batch 1005/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.914, Loss: 0.026 Epoch 6 Batch 1006/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.932, Loss: 0.075 Epoch 6 Batch 1007/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.932, Loss: 0.038 Epoch 6 Batch 1008/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.932, Loss: 0.046 Epoch 6 Batch 1009/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.932, Loss: 0.038 Epoch 6 Batch 1010/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.033 Epoch 6 Batch 1011/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.932, Loss: 0.030 Epoch 6 Batch 1012/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.926, Loss: 0.040 Epoch 6 Batch 1013/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.926, Loss: 0.034 Epoch 6 Batch 1014/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.927, Loss: 0.068 Epoch 6 Batch 1015/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.927, Loss: 0.044 Epoch 6 Batch 1016/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.927, Loss: 0.050 Epoch 6 Batch 1017/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.935, Loss: 0.032 Epoch 6 Batch 1018/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.935, Loss: 0.028 Epoch 6 Batch 1019/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.943, Loss: 0.051 Epoch 6 Batch 1020/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.061 Epoch 6 Batch 1021/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.049 Epoch 6 Batch 1022/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.029 Epoch 6 Batch 1023/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.046 Epoch 6 Batch 1024/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.051 Epoch 6 Batch 1025/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.945, Loss: 0.036 Epoch 6 Batch 1026/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.945, Loss: 0.048 Epoch 6 Batch 1027/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.038 Epoch 6 Batch 1028/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.064 Epoch 6 Batch 1029/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.041 Epoch 6 Batch 1030/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.039 Epoch 6 Batch 1031/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.058 Epoch 6 Batch 1032/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.942, Loss: 0.034 Epoch 6 Batch 1033/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.043 Epoch 6 Batch 1034/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.048 Epoch 6 Batch 1035/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.951, Loss: 0.035 Epoch 6 Batch 1036/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.046 Epoch 6 Batch 1037/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.951, Loss: 0.044 Epoch 6 Batch 1038/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.942, Loss: 0.043 Epoch 6 Batch 1039/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.067 Epoch 6 Batch 1040/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.933, Loss: 0.033 Epoch 6 Batch 1041/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.939, Loss: 0.044 Epoch 6 Batch 1042/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.941, Loss: 0.033 Epoch 6 Batch 1043/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.033 Epoch 6 Batch 1044/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.941, Loss: 0.059 Epoch 6 Batch 1045/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.933, Loss: 0.077 Epoch 6 Batch 1046/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.939, Loss: 0.057 Epoch 6 Batch 1047/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.939, Loss: 0.058 Epoch 6 Batch 1048/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.939, Loss: 0.050 Epoch 6 Batch 1049/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.939, Loss: 0.038 Epoch 6 Batch 1050/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.935, Loss: 0.077 Epoch 6 Batch 1051/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.935, Loss: 0.036 Epoch 6 Batch 1052/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.071 Epoch 6 Batch 1053/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.944, Loss: 0.039 Epoch 6 Batch 1054/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.944, Loss: 0.036 Epoch 6 Batch 1055/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.057 Epoch 6 Batch 1056/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.944, Loss: 0.057 Epoch 6 Batch 1057/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.944, Loss: 0.057 Epoch 6 Batch 1058/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.045 Epoch 6 Batch 1059/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.045 Epoch 6 Batch 1060/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.058 Epoch 6 Batch 1061/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.063 Epoch 6 Batch 1062/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.938, Loss: 0.053 Epoch 6 Batch 1063/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.938, Loss: 0.057 Epoch 6 Batch 1064/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.938, Loss: 0.045 Epoch 6 Batch 1065/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.045 Epoch 6 Batch 1066/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.947, Loss: 0.069 Epoch 6 Batch 1067/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.056 Epoch 6 Batch 1068/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.050 Epoch 6 Batch 1069/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.935, Loss: 0.057 Epoch 6 Batch 1070/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.935, Loss: 0.050 Epoch 6 Batch 1071/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.935, Loss: 0.063 Epoch 6 Batch 1072/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.051 Epoch 6 Batch 1073/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.952, Loss: 0.042 Epoch 6 Batch 1074/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.042 Epoch 6 Batch 1075/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.060 Epoch 6 Batch 1076/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.961, Loss: 0.045 Epoch 6 Batch 1077/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.032 Epoch 6 Batch 1078/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.944, Loss: 0.041 Epoch 6 Batch 1079/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.944, Loss: 0.085 Epoch 6 Batch 1080/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.076 Epoch 6 Batch 1081/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.023 Epoch 6 Batch 1082/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.049 Epoch 6 Batch 1083/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.944, Loss: 0.033 Epoch 6 Batch 1084/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.932, Loss: 0.047 Epoch 6 Batch 1085/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.949, Loss: 0.039 Epoch 6 Batch 1086/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.052 Epoch 6 Batch 1087/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.058 Epoch 6 Batch 1088/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.027 Epoch 6 Batch 1089/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.939, Loss: 0.036 Epoch 6 Batch 1090/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.038 Epoch 6 Batch 1091/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.057 Epoch 6 Batch 1092/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.051 Epoch 6 Batch 1093/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.061 Epoch 6 Batch 1094/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.939, Loss: 0.047 Epoch 6 Batch 1095/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.939, Loss: 0.021 Epoch 6 Batch 1096/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.064 Epoch 6 Batch 1097/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.950, Loss: 0.076 Epoch 6 Batch 1098/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.944, Loss: 0.037 Epoch 6 Batch 1099/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.935, Loss: 0.060 Epoch 6 Batch 1100/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.935, Loss: 0.066 Epoch 6 Batch 1101/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.935, Loss: 0.038 Epoch 6 Batch 1102/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.931, Loss: 0.050 Epoch 6 Batch 1103/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.930, Loss: 0.031 Epoch 6 Batch 1104/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.930, Loss: 0.050 Epoch 6 Batch 1105/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.930, Loss: 0.042 Epoch 6 Batch 1106/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.934, Loss: 0.057 Epoch 6 Batch 1107/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.934, Loss: 0.041 Epoch 6 Batch 1108/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.935, Loss: 0.067 Epoch 6 Batch 1109/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.933, Loss: 0.035 Epoch 6 Batch 1110/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.933, Loss: 0.052 Epoch 6 Batch 1111/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.933, Loss: 0.047 Epoch 6 Batch 1112/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.933, Loss: 0.036 Epoch 6 Batch 1113/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.933, Loss: 0.029 Epoch 6 Batch 1114/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.933, Loss: 0.057 Epoch 6 Batch 1115/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.935, Loss: 0.047 Epoch 6 Batch 1116/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.935, Loss: 0.033 Epoch 6 Batch 1117/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.035 Epoch 6 Batch 1118/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.934, Loss: 0.037 Epoch 6 Batch 1119/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.934, Loss: 0.052 Epoch 6 Batch 1120/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.030 Epoch 6 Batch 1121/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.934, Loss: 0.059 Epoch 6 Batch 1122/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.930, Loss: 0.039 Epoch 6 Batch 1123/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.930, Loss: 0.042 Epoch 6 Batch 1124/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.930, Loss: 0.032 Epoch 6 Batch 1125/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.038 Epoch 6 Batch 1126/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.049 Epoch 6 Batch 1127/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.945, Loss: 0.052 Epoch 6 Batch 1128/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.945, Loss: 0.044 Epoch 6 Batch 1129/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.064 Epoch 6 Batch 1130/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 1131/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.068 Epoch 6 Batch 1132/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.054 Epoch 6 Batch 1133/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.058 Epoch 6 Batch 1134/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.040 Epoch 6 Batch 1135/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.034 Epoch 6 Batch 1136/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.051 Epoch 6 Batch 1137/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.039 Epoch 6 Batch 1138/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.038 Epoch 6 Batch 1139/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.069 Epoch 6 Batch 1140/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.947, Loss: 0.048 Epoch 6 Batch 1141/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.054 Epoch 6 Batch 1142/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.073 Epoch 6 Batch 1143/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.950, Loss: 0.041 Epoch 6 Batch 1144/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.950, Loss: 0.030 Epoch 6 Batch 1145/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.950, Loss: 0.044 Epoch 6 Batch 1146/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.950, Loss: 0.042 Epoch 6 Batch 1147/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.050 Epoch 6 Batch 1148/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.948, Loss: 0.077 Epoch 6 Batch 1149/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.073 Epoch 6 Batch 1150/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.948, Loss: 0.060 Epoch 6 Batch 1151/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.940, Loss: 0.040 Epoch 6 Batch 1152/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.031 Epoch 6 Batch 1153/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.940, Loss: 0.041 Epoch 6 Batch 1154/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.940, Loss: 0.058 Epoch 6 Batch 1155/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.948, Loss: 0.041 Epoch 6 Batch 1156/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.940, Loss: 0.055 Epoch 6 Batch 1157/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.040 Epoch 6 Batch 1158/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.039 Epoch 6 Batch 1159/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.053 Epoch 6 Batch 1160/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.054 Epoch 6 Batch 1161/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.025 Epoch 6 Batch 1162/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.939, Loss: 0.041 Epoch 6 Batch 1163/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.941, Loss: 0.032 Epoch 6 Batch 1164/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.941, Loss: 0.036 Epoch 6 Batch 1165/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.942, Loss: 0.046 Epoch 6 Batch 1166/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.942, Loss: 0.028 Epoch 6 Batch 1167/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.064 Epoch 6 Batch 1168/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.042 Epoch 6 Batch 1169/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.065 Epoch 6 Batch 1170/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.038 Epoch 6 Batch 1171/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.942, Loss: 0.027 Epoch 6 Batch 1172/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.039 Epoch 6 Batch 1173/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.942, Loss: 0.046 Epoch 6 Batch 1174/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.036 Epoch 6 Batch 1175/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.050 Epoch 6 Batch 1176/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.954, Loss: 0.055 Epoch 6 Batch 1177/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.959, Loss: 0.045 Epoch 6 Batch 1178/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.044 Epoch 6 Batch 1179/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.959, Loss: 0.039 Epoch 6 Batch 1180/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.046 Epoch 6 Batch 1181/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.959, Loss: 0.044 Epoch 6 Batch 1182/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.042 Epoch 6 Batch 1183/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.047 Epoch 6 Batch 1184/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.954, Loss: 0.072 Epoch 6 Batch 1185/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.055 Epoch 6 Batch 1186/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.946, Loss: 0.040 Epoch 6 Batch 1187/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.059 Epoch 6 Batch 1188/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.944, Loss: 0.057 Epoch 6 Batch 1189/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.050 Epoch 6 Batch 1190/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.067 Epoch 6 Batch 1191/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.943, Loss: 0.030 Epoch 6 Batch 1192/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.943, Loss: 0.064 Epoch 6 Batch 1193/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.943, Loss: 0.043 Epoch 6 Batch 1194/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.952, Loss: 0.062 Epoch 6 Batch 1195/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.035 Epoch 6 Batch 1196/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.051 Epoch 6 Batch 1197/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.954, Loss: 0.070 Epoch 6 Batch 1198/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.954, Loss: 0.033 Epoch 6 Batch 1199/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.950, Loss: 0.046 Epoch 6 Batch 1200/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.081 Epoch 6 Batch 1201/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.051 Epoch 6 Batch 1202/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.950, Loss: 0.060 Epoch 6 Batch 1203/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.037 Epoch 6 Batch 1204/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.942, Loss: 0.064 Epoch 6 Batch 1205/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.948, Loss: 0.049 Epoch 6 Batch 1206/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.948, Loss: 0.036 Epoch 6 Batch 1207/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.059 Epoch 6 Batch 1208/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.050 Epoch 6 Batch 1209/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.948, Loss: 0.074 Epoch 6 Batch 1210/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.948, Loss: 0.051 Epoch 6 Batch 1211/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.948, Loss: 0.042 Epoch 6 Batch 1212/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.948, Loss: 0.084 Epoch 6 Batch 1213/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.042 Epoch 6 Batch 1214/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.038 Epoch 6 Batch 1215/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.054 Epoch 6 Batch 1216/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.051 Epoch 6 Batch 1217/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.042 Epoch 6 Batch 1218/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.073 Epoch 6 Batch 1219/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.072 Epoch 6 Batch 1220/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.045 Epoch 6 Batch 1221/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.073 Epoch 6 Batch 1222/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.047 Epoch 6 Batch 1223/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.046 Epoch 6 Batch 1224/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.054 Epoch 6 Batch 1225/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.933, Loss: 0.038 Epoch 6 Batch 1226/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.933, Loss: 0.045 Epoch 6 Batch 1227/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.933, Loss: 0.089 Epoch 6 Batch 1228/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.933, Loss: 0.043 Epoch 6 Batch 1229/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.933, Loss: 0.046 Epoch 6 Batch 1230/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.036 Epoch 6 Batch 1231/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.942, Loss: 0.033 Epoch 6 Batch 1232/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.059 Epoch 6 Batch 1233/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.057 Epoch 6 Batch 1234/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.947, Loss: 0.030 Epoch 6 Batch 1235/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.947, Loss: 0.052 Epoch 6 Batch 1236/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.033 Epoch 6 Batch 1237/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.055 Epoch 6 Batch 1238/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.035 Epoch 6 Batch 1239/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.027 Epoch 6 Batch 1240/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.952, Loss: 0.052 Epoch 6 Batch 1241/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.026 Epoch 6 Batch 1242/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.053 Epoch 6 Batch 1243/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.952, Loss: 0.047 Epoch 6 Batch 1244/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.052 Epoch 6 Batch 1245/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.077 Epoch 6 Batch 1246/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.047 Epoch 6 Batch 1247/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.943, Loss: 0.055 Epoch 6 Batch 1248/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.045 Epoch 6 Batch 1249/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.930, Loss: 0.061 Epoch 6 Batch 1250/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.930, Loss: 0.040 Epoch 6 Batch 1251/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.930, Loss: 0.037 Epoch 6 Batch 1252/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.944, Loss: 0.046 Epoch 6 Batch 1253/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.944, Loss: 0.052 Epoch 6 Batch 1254/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.063 Epoch 6 Batch 1255/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.054 Epoch 6 Batch 1256/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.040 Epoch 6 Batch 1257/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.051 Epoch 6 Batch 1258/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.964, Loss: 0.051 Epoch 6 Batch 1259/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.963, Loss: 0.036 Epoch 6 Batch 1260/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.044 Epoch 6 Batch 1261/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.048 Epoch 6 Batch 1262/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.044 Epoch 6 Batch 1263/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.049 Epoch 6 Batch 1264/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.955, Loss: 0.047 Epoch 6 Batch 1265/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.042 Epoch 6 Batch 1266/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.033 Epoch 6 Batch 1267/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.037 Epoch 6 Batch 1268/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.052 Epoch 6 Batch 1269/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.955, Loss: 0.034 Epoch 6 Batch 1270/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.025 Epoch 6 Batch 1271/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.045 Epoch 6 Batch 1272/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.072 Epoch 6 Batch 1273/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.044 Epoch 6 Batch 1274/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.938, Loss: 0.043 Epoch 6 Batch 1275/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.929, Loss: 0.052 Epoch 6 Batch 1276/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.929, Loss: 0.038 Epoch 6 Batch 1277/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.929, Loss: 0.038 Epoch 6 Batch 1278/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.929, Loss: 0.053 Epoch 6 Batch 1279/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.929, Loss: 0.058 Epoch 6 Batch 1280/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.929, Loss: 0.067 Epoch 6 Batch 1281/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.929, Loss: 0.049 Epoch 6 Batch 1282/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.942, Loss: 0.039 Epoch 6 Batch 1283/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.036 Epoch 6 Batch 1284/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.947, Loss: 0.058 Epoch 6 Batch 1285/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.947, Loss: 0.053 Epoch 6 Batch 1286/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.947, Loss: 0.031 Epoch 6 Batch 1287/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.955, Loss: 0.037 Epoch 6 Batch 1288/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.043 Epoch 6 Batch 1289/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.955, Loss: 0.066 Epoch 6 Batch 1290/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.028 Epoch 6 Batch 1291/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.046 Epoch 6 Batch 1292/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.056 Epoch 6 Batch 1293/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.963, Loss: 0.031 Epoch 6 Batch 1294/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.063 Epoch 6 Batch 1295/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.057 Epoch 6 Batch 1296/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.963, Loss: 0.046 Epoch 6 Batch 1297/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.054 Epoch 6 Batch 1298/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.963, Loss: 0.043 Epoch 6 Batch 1299/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.042 Epoch 6 Batch 1300/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.047 Epoch 6 Batch 1301/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.954, Loss: 0.034 Epoch 6 Batch 1302/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.050 Epoch 6 Batch 1303/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.050 Epoch 6 Batch 1304/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.047 Epoch 6 Batch 1305/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.048 Epoch 6 Batch 1306/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.954, Loss: 0.069 Epoch 6 Batch 1307/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.954, Loss: 0.059 Epoch 6 Batch 1308/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.966, Loss: 0.055 Epoch 6 Batch 1309/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.030 Epoch 6 Batch 1310/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.975, Loss: 0.047 Epoch 6 Batch 1311/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.975, Loss: 0.040 Epoch 6 Batch 1312/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.975, Loss: 0.062 Epoch 6 Batch 1313/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.975, Loss: 0.049 Epoch 6 Batch 1314/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.974, Loss: 0.043 Epoch 6 Batch 1315/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.965, Loss: 0.052 Epoch 6 Batch 1316/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.032 Epoch 6 Batch 1317/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.033 Epoch 6 Batch 1318/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.034 Epoch 6 Batch 1319/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.966, Loss: 0.086 Epoch 6 Batch 1320/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.020 Epoch 6 Batch 1321/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.053 Epoch 6 Batch 1322/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.035 Epoch 6 Batch 1323/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.035 Epoch 6 Batch 1324/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.043 Epoch 6 Batch 1325/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.028 Epoch 6 Batch 1326/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.962, Loss: 0.068 Epoch 6 Batch 1327/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.034 Epoch 6 Batch 1328/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.962, Loss: 0.041 Epoch 6 Batch 1329/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.962, Loss: 0.044 Epoch 6 Batch 1330/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.062 Epoch 6 Batch 1331/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.035 Epoch 6 Batch 1332/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.043 Epoch 6 Batch 1333/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.042 Epoch 6 Batch 1334/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.962, Loss: 0.049 Epoch 6 Batch 1335/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.962, Loss: 0.061 Epoch 6 Batch 1336/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.030 Epoch 6 Batch 1337/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.955, Loss: 0.044 Epoch 6 Batch 1338/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.053 Epoch 6 Batch 1339/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.027 Epoch 6 Batch 1340/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.955, Loss: 0.053 Epoch 6 Batch 1341/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.050 Epoch 6 Batch 1342/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.955, Loss: 0.069 Epoch 6 Batch 1343/2154 - Train Accuracy: 0.886, Validation Accuracy: 0.955, Loss: 0.060 Epoch 6 Batch 1344/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.955, Loss: 0.042 Epoch 6 Batch 1345/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.058 Epoch 6 Batch 1346/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.041 Epoch 6 Batch 1347/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.955, Loss: 0.054 Epoch 6 Batch 1348/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.054 Epoch 6 Batch 1349/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.947, Loss: 0.049 Epoch 6 Batch 1350/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.044 Epoch 6 Batch 1351/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.057 Epoch 6 Batch 1352/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.066 Epoch 6 Batch 1353/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.946, Loss: 0.045 Epoch 6 Batch 1354/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.945, Loss: 0.031 Epoch 6 Batch 1355/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.059 Epoch 6 Batch 1356/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.951, Loss: 0.053 Epoch 6 Batch 1357/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.043 Epoch 6 Batch 1358/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.038 Epoch 6 Batch 1359/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.942, Loss: 0.033 Epoch 6 Batch 1360/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.041 Epoch 6 Batch 1361/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.942, Loss: 0.064 Epoch 6 Batch 1362/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.942, Loss: 0.035 Epoch 6 Batch 1363/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.943, Loss: 0.039 Epoch 6 Batch 1364/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.943, Loss: 0.041 Epoch 6 Batch 1365/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.935, Loss: 0.053 Epoch 6 Batch 1366/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.925, Loss: 0.035 Epoch 6 Batch 1367/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.925, Loss: 0.046 Epoch 6 Batch 1368/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.925, Loss: 0.033 Epoch 6 Batch 1369/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.925, Loss: 0.048 Epoch 6 Batch 1370/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.925, Loss: 0.040 Epoch 6 Batch 1371/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.933, Loss: 0.064 Epoch 6 Batch 1372/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.946, Loss: 0.040 Epoch 6 Batch 1373/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.040 Epoch 6 Batch 1374/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.037 Epoch 6 Batch 1375/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.066 Epoch 6 Batch 1376/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.947, Loss: 0.045 Epoch 6 Batch 1377/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.047 Epoch 6 Batch 1378/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.936, Loss: 0.048 Epoch 6 Batch 1379/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.036 Epoch 6 Batch 1380/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.939, Loss: 0.032 Epoch 6 Batch 1381/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.045 Epoch 6 Batch 1382/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.939, Loss: 0.050 Epoch 6 Batch 1383/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.051 Epoch 6 Batch 1384/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.064 Epoch 6 Batch 1385/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.041 Epoch 6 Batch 1386/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.940, Loss: 0.039 Epoch 6 Batch 1387/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.052 Epoch 6 Batch 1388/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.931, Loss: 0.106 Epoch 6 Batch 1389/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.922, Loss: 0.048 Epoch 6 Batch 1390/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.922, Loss: 0.046 Epoch 6 Batch 1391/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.922, Loss: 0.057 Epoch 6 Batch 1392/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.922, Loss: 0.041 Epoch 6 Batch 1393/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.931, Loss: 0.032 Epoch 6 Batch 1394/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.931, Loss: 0.070 Epoch 6 Batch 1395/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.931, Loss: 0.050 Epoch 6 Batch 1396/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.931, Loss: 0.043 Epoch 6 Batch 1397/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.924, Loss: 0.051 Epoch 6 Batch 1398/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.924, Loss: 0.032 Epoch 6 Batch 1399/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.915, Loss: 0.043 Epoch 6 Batch 1400/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.911, Loss: 0.033 Epoch 6 Batch 1401/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.911, Loss: 0.042 Epoch 6 Batch 1402/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.920, Loss: 0.051 Epoch 6 Batch 1403/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.928, Loss: 0.042 Epoch 6 Batch 1404/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.928, Loss: 0.077 Epoch 6 Batch 1405/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.928, Loss: 0.066 Epoch 6 Batch 1406/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.044 Epoch 6 Batch 1407/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.940, Loss: 0.030 Epoch 6 Batch 1408/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.932, Loss: 0.059 Epoch 6 Batch 1409/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.949, Loss: 0.058 Epoch 6 Batch 1410/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.065 Epoch 6 Batch 1411/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.072 Epoch 6 Batch 1412/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.948, Loss: 0.042 Epoch 6 Batch 1413/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.948, Loss: 0.068 Epoch 6 Batch 1414/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.948, Loss: 0.111 Epoch 6 Batch 1415/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.958, Loss: 0.050 Epoch 6 Batch 1416/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.073 Epoch 6 Batch 1417/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.946, Loss: 0.052 Epoch 6 Batch 1418/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.061 Epoch 6 Batch 1419/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.946, Loss: 0.068 Epoch 6 Batch 1420/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.048 Epoch 6 Batch 1421/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.032 Epoch 6 Batch 1422/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.937, Loss: 0.040 Epoch 6 Batch 1423/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.032 Epoch 6 Batch 1424/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.072 Epoch 6 Batch 1425/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.028 Epoch 6 Batch 1426/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.938, Loss: 0.047 Epoch 6 Batch 1427/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.042 Epoch 6 Batch 1428/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.045 Epoch 6 Batch 1429/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.938, Loss: 0.049 Epoch 6 Batch 1430/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.056 Epoch 6 Batch 1431/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.938, Loss: 0.068 Epoch 6 Batch 1432/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.046 Epoch 6 Batch 1433/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.938, Loss: 0.038 Epoch 6 Batch 1434/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.030 Epoch 6 Batch 1435/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.938, Loss: 0.035 Epoch 6 Batch 1436/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.034 Epoch 6 Batch 1437/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.934, Loss: 0.050 Epoch 6 Batch 1438/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.042 Epoch 6 Batch 1439/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.939, Loss: 0.047 Epoch 6 Batch 1440/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.051 Epoch 6 Batch 1441/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.929, Loss: 0.076 Epoch 6 Batch 1442/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.929, Loss: 0.061 Epoch 6 Batch 1443/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.925, Loss: 0.060 Epoch 6 Batch 1444/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.937, Loss: 0.057 Epoch 6 Batch 1445/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.937, Loss: 0.040 Epoch 6 Batch 1446/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.038 Epoch 6 Batch 1447/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.937, Loss: 0.048 Epoch 6 Batch 1448/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.937, Loss: 0.061 Epoch 6 Batch 1449/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.047 Epoch 6 Batch 1450/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.044 Epoch 6 Batch 1451/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.034 Epoch 6 Batch 1452/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.041 Epoch 6 Batch 1453/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.948, Loss: 0.035 Epoch 6 Batch 1454/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.948, Loss: 0.048 Epoch 6 Batch 1455/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.050 Epoch 6 Batch 1456/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.033 Epoch 6 Batch 1457/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.957, Loss: 0.059 Epoch 6 Batch 1458/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.060 Epoch 6 Batch 1459/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.045 Epoch 6 Batch 1460/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.062 Epoch 6 Batch 1461/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.957, Loss: 0.058 Epoch 6 Batch 1462/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.039 Epoch 6 Batch 1463/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.957, Loss: 0.039 Epoch 6 Batch 1464/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.960, Loss: 0.062 Epoch 6 Batch 1465/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.044 Epoch 6 Batch 1466/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.055 Epoch 6 Batch 1467/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.061 Epoch 6 Batch 1468/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.039 Epoch 6 Batch 1469/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.053 Epoch 6 Batch 1470/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.026 Epoch 6 Batch 1471/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.039 Epoch 6 Batch 1472/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.938, Loss: 0.044 Epoch 6 Batch 1473/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.938, Loss: 0.026 Epoch 6 Batch 1474/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.947, Loss: 0.055 Epoch 6 Batch 1475/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.067 Epoch 6 Batch 1476/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.035 Epoch 6 Batch 1477/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.027 Epoch 6 Batch 1478/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.947, Loss: 0.049 Epoch 6 Batch 1479/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.034 Epoch 6 Batch 1480/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.039 Epoch 6 Batch 1481/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.947, Loss: 0.040 Epoch 6 Batch 1482/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.946, Loss: 0.051 Epoch 6 Batch 1483/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.954, Loss: 0.074 Epoch 6 Batch 1484/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.050 Epoch 6 Batch 1485/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.950, Loss: 0.045 Epoch 6 Batch 1486/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.031 Epoch 6 Batch 1487/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.960, Loss: 0.056 Epoch 6 Batch 1488/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.960, Loss: 0.054 Epoch 6 Batch 1489/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.061 Epoch 6 Batch 1490/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.041 Epoch 6 Batch 1491/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.060 Epoch 6 Batch 1492/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.960, Loss: 0.027 Epoch 6 Batch 1493/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.030 Epoch 6 Batch 1494/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.055 Epoch 6 Batch 1495/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.036 Epoch 6 Batch 1496/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.033 Epoch 6 Batch 1497/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.951, Loss: 0.039 Epoch 6 Batch 1498/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.951, Loss: 0.039 Epoch 6 Batch 1499/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.951, Loss: 0.039 Epoch 6 Batch 1500/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.951, Loss: 0.025 Epoch 6 Batch 1501/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.042 Epoch 6 Batch 1502/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.041 Epoch 6 Batch 1503/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.067 Epoch 6 Batch 1504/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.031 Epoch 6 Batch 1505/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.947, Loss: 0.055 Epoch 6 Batch 1506/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.043 Epoch 6 Batch 1507/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.062 Epoch 6 Batch 1508/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.962, Loss: 0.045 Epoch 6 Batch 1509/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.962, Loss: 0.054 Epoch 6 Batch 1510/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.048 Epoch 6 Batch 1511/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.046 Epoch 6 Batch 1512/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.067 Epoch 6 Batch 1513/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.046 Epoch 6 Batch 1514/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.949, Loss: 0.023 Epoch 6 Batch 1515/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.031 Epoch 6 Batch 1516/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.955, Loss: 0.052 Epoch 6 Batch 1517/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.961, Loss: 0.054 Epoch 6 Batch 1518/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.026 Epoch 6 Batch 1519/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.041 Epoch 6 Batch 1520/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.960, Loss: 0.031 Epoch 6 Batch 1521/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.092 Epoch 6 Batch 1522/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.026 Epoch 6 Batch 1523/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.048 Epoch 6 Batch 1524/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.037 Epoch 6 Batch 1525/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.046 Epoch 6 Batch 1526/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.955, Loss: 0.031 Epoch 6 Batch 1527/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.028 Epoch 6 Batch 1528/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.054 Epoch 6 Batch 1529/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.042 Epoch 6 Batch 1530/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.048 Epoch 6 Batch 1531/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.945, Loss: 0.044 Epoch 6 Batch 1532/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.933, Loss: 0.047 Epoch 6 Batch 1533/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.933, Loss: 0.040 Epoch 6 Batch 1534/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.942, Loss: 0.040 Epoch 6 Batch 1535/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.036 Epoch 6 Batch 1536/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.066 Epoch 6 Batch 1537/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.963, Loss: 0.037 Epoch 6 Batch 1538/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.963, Loss: 0.040 Epoch 6 Batch 1539/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.963, Loss: 0.048 Epoch 6 Batch 1540/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.060 Epoch 6 Batch 1541/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.048 Epoch 6 Batch 1542/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.955, Loss: 0.052 Epoch 6 Batch 1543/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.067 Epoch 6 Batch 1544/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.042 Epoch 6 Batch 1545/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.050 Epoch 6 Batch 1546/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.949, Loss: 0.049 Epoch 6 Batch 1547/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.052 Epoch 6 Batch 1548/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.034 Epoch 6 Batch 1549/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.041 Epoch 6 Batch 1550/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.052 Epoch 6 Batch 1551/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.966, Loss: 0.049 Epoch 6 Batch 1552/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.966, Loss: 0.032 Epoch 6 Batch 1553/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.966, Loss: 0.034 Epoch 6 Batch 1554/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.031 Epoch 6 Batch 1555/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.035 Epoch 6 Batch 1556/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.049 Epoch 6 Batch 1557/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.972, Loss: 0.041 Epoch 6 Batch 1558/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.966, Loss: 0.046 Epoch 6 Batch 1559/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.051 Epoch 6 Batch 1560/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.964, Loss: 0.057 Epoch 6 Batch 1561/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.051 Epoch 6 Batch 1562/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.955, Loss: 0.065 Epoch 6 Batch 1563/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.037 Epoch 6 Batch 1564/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.030 Epoch 6 Batch 1565/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.052 Epoch 6 Batch 1566/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.031 Epoch 6 Batch 1567/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.964, Loss: 0.050 Epoch 6 Batch 1568/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.955, Loss: 0.076 Epoch 6 Batch 1569/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.029 Epoch 6 Batch 1570/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.043 Epoch 6 Batch 1571/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.065 Epoch 6 Batch 1572/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.043 Epoch 6 Batch 1573/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.037 Epoch 6 Batch 1574/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.033 Epoch 6 Batch 1575/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.957, Loss: 0.033 Epoch 6 Batch 1576/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.048 Epoch 6 Batch 1577/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.957, Loss: 0.049 Epoch 6 Batch 1578/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.043 Epoch 6 Batch 1579/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.040 Epoch 6 Batch 1580/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.045 Epoch 6 Batch 1581/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.029 Epoch 6 Batch 1582/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.078 Epoch 6 Batch 1583/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.948, Loss: 0.066 Epoch 6 Batch 1584/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.042 Epoch 6 Batch 1585/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.060 Epoch 6 Batch 1586/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.056 Epoch 6 Batch 1587/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.950, Loss: 0.041 Epoch 6 Batch 1588/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.038 Epoch 6 Batch 1589/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.959, Loss: 0.032 Epoch 6 Batch 1590/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.958, Loss: 0.041 Epoch 6 Batch 1591/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.031 Epoch 6 Batch 1592/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.080 Epoch 6 Batch 1593/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.935, Loss: 0.045 Epoch 6 Batch 1594/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.938, Loss: 0.044 Epoch 6 Batch 1595/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.036 Epoch 6 Batch 1596/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.031 Epoch 6 Batch 1597/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.947, Loss: 0.058 Epoch 6 Batch 1598/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.947, Loss: 0.034 Epoch 6 Batch 1599/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.052 Epoch 6 Batch 1600/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.051 Epoch 6 Batch 1601/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.047 Epoch 6 Batch 1602/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.950, Loss: 0.049 Epoch 6 Batch 1603/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.950, Loss: 0.062 Epoch 6 Batch 1604/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.049 Epoch 6 Batch 1605/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.036 Epoch 6 Batch 1606/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.955, Loss: 0.054 Epoch 6 Batch 1607/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.052 Epoch 6 Batch 1608/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.059 Epoch 6 Batch 1609/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.041 Epoch 6 Batch 1610/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.024 Epoch 6 Batch 1611/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.955, Loss: 0.050 Epoch 6 Batch 1612/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.035 Epoch 6 Batch 1613/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.029 Epoch 6 Batch 1614/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.033 Epoch 6 Batch 1615/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.955, Loss: 0.032 Epoch 6 Batch 1616/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.964, Loss: 0.041 Epoch 6 Batch 1617/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.959, Loss: 0.047 Epoch 6 Batch 1618/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.060 Epoch 6 Batch 1619/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.957, Loss: 0.052 Epoch 6 Batch 1620/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.080 Epoch 6 Batch 1621/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.029 Epoch 6 Batch 1622/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.034 Epoch 6 Batch 1623/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.962, Loss: 0.059 Epoch 6 Batch 1624/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.042 Epoch 6 Batch 1625/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.046 Epoch 6 Batch 1626/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.045 Epoch 6 Batch 1627/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.958, Loss: 0.035 Epoch 6 Batch 1628/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.035 Epoch 6 Batch 1629/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.047 Epoch 6 Batch 1630/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.054 Epoch 6 Batch 1631/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.033 Epoch 6 Batch 1632/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.966, Loss: 0.040 Epoch 6 Batch 1633/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.068 Epoch 6 Batch 1634/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.052 Epoch 6 Batch 1635/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.959, Loss: 0.046 Epoch 6 Batch 1636/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.960, Loss: 0.047 Epoch 6 Batch 1637/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.960, Loss: 0.040 Epoch 6 Batch 1638/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.960, Loss: 0.087 Epoch 6 Batch 1639/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.076 Epoch 6 Batch 1640/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.043 Epoch 6 Batch 1641/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.970, Loss: 0.056 Epoch 6 Batch 1642/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.971, Loss: 0.066 Epoch 6 Batch 1643/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.971, Loss: 0.045 Epoch 6 Batch 1644/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.976, Loss: 0.057 Epoch 6 Batch 1645/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.976, Loss: 0.031 Epoch 6 Batch 1646/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.976, Loss: 0.058 Epoch 6 Batch 1647/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.978, Loss: 0.054 Epoch 6 Batch 1648/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.977, Loss: 0.032 Epoch 6 Batch 1649/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.055 Epoch 6 Batch 1650/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.969, Loss: 0.043 Epoch 6 Batch 1651/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.034 Epoch 6 Batch 1652/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.027 Epoch 6 Batch 1653/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.035 Epoch 6 Batch 1654/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.969, Loss: 0.055 Epoch 6 Batch 1655/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.057 Epoch 6 Batch 1656/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.967, Loss: 0.052 Epoch 6 Batch 1657/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.967, Loss: 0.061 Epoch 6 Batch 1658/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.020 Epoch 6 Batch 1659/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.965, Loss: 0.069 Epoch 6 Batch 1660/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.067 Epoch 6 Batch 1661/2154 - Train Accuracy: 0.885, Validation Accuracy: 0.965, Loss: 0.091 Epoch 6 Batch 1662/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.965, Loss: 0.043 Epoch 6 Batch 1663/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.034 Epoch 6 Batch 1664/2154 - Train Accuracy: 0.887, Validation Accuracy: 0.957, Loss: 0.041 Epoch 6 Batch 1665/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.038 Epoch 6 Batch 1666/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.048 Epoch 6 Batch 1667/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.966, Loss: 0.046 Epoch 6 Batch 1668/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.966, Loss: 0.038 Epoch 6 Batch 1669/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.061 Epoch 6 Batch 1670/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.036 Epoch 6 Batch 1671/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.969, Loss: 0.055 Epoch 6 Batch 1672/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.041 Epoch 6 Batch 1673/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.038 Epoch 6 Batch 1674/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.039 Epoch 6 Batch 1675/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.076 Epoch 6 Batch 1676/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.969, Loss: 0.045 Epoch 6 Batch 1677/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.028 Epoch 6 Batch 1678/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.970, Loss: 0.064 Epoch 6 Batch 1679/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.970, Loss: 0.034 Epoch 6 Batch 1680/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.030 Epoch 6 Batch 1681/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.035 Epoch 6 Batch 1682/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.037 Epoch 6 Batch 1683/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.978, Loss: 0.072 Epoch 6 Batch 1684/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.969, Loss: 0.051 Epoch 6 Batch 1685/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.040 Epoch 6 Batch 1686/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.035 Epoch 6 Batch 1687/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.038 Epoch 6 Batch 1688/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.974, Loss: 0.030 Epoch 6 Batch 1689/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.974, Loss: 0.048 Epoch 6 Batch 1690/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.974, Loss: 0.040 Epoch 6 Batch 1691/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.975, Loss: 0.041 Epoch 6 Batch 1692/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.975, Loss: 0.037 Epoch 6 Batch 1693/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.975, Loss: 0.064 Epoch 6 Batch 1694/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.975, Loss: 0.048 Epoch 6 Batch 1695/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.975, Loss: 0.053 Epoch 6 Batch 1696/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.974, Loss: 0.047 Epoch 6 Batch 1697/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.974, Loss: 0.068 Epoch 6 Batch 1698/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.016 Epoch 6 Batch 1699/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.029 Epoch 6 Batch 1700/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.031 Epoch 6 Batch 1701/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.969, Loss: 0.052 Epoch 6 Batch 1702/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.978, Loss: 0.105 Epoch 6 Batch 1703/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.978, Loss: 0.042 Epoch 6 Batch 1704/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.978, Loss: 0.071 Epoch 6 Batch 1705/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.978, Loss: 0.064 Epoch 6 Batch 1706/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.978, Loss: 0.067 Epoch 6 Batch 1707/2154 - Train Accuracy: 0.991, Validation Accuracy: 0.963, Loss: 0.035 Epoch 6 Batch 1708/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.975, Loss: 0.048 Epoch 6 Batch 1709/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.973, Loss: 0.051 Epoch 6 Batch 1710/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.967, Loss: 0.051 Epoch 6 Batch 1711/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.967, Loss: 0.051 Epoch 6 Batch 1712/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.967, Loss: 0.054 Epoch 6 Batch 1713/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.967, Loss: 0.063 Epoch 6 Batch 1714/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.039 Epoch 6 Batch 1715/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.955, Loss: 0.074 Epoch 6 Batch 1716/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.028 Epoch 6 Batch 1717/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.039 Epoch 6 Batch 1718/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.051 Epoch 6 Batch 1719/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.057 Epoch 6 Batch 1720/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.049 Epoch 6 Batch 1721/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.067 Epoch 6 Batch 1722/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.038 Epoch 6 Batch 1723/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.953, Loss: 0.041 Epoch 6 Batch 1724/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.947, Loss: 0.044 Epoch 6 Batch 1725/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.947, Loss: 0.057 Epoch 6 Batch 1726/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.946, Loss: 0.041 Epoch 6 Batch 1727/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.946, Loss: 0.025 Epoch 6 Batch 1728/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.946, Loss: 0.041 Epoch 6 Batch 1729/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.053 Epoch 6 Batch 1730/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.039 Epoch 6 Batch 1731/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.057 Epoch 6 Batch 1732/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.955, Loss: 0.043 Epoch 6 Batch 1733/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.039 Epoch 6 Batch 1734/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.955, Loss: 0.056 Epoch 6 Batch 1735/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.951, Loss: 0.078 Epoch 6 Batch 1736/2154 - Train Accuracy: 0.893, Validation Accuracy: 0.951, Loss: 0.120 Epoch 6 Batch 1737/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.090 Epoch 6 Batch 1738/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.956, Loss: 0.047 Epoch 6 Batch 1739/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.052 Epoch 6 Batch 1740/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.052 Epoch 6 Batch 1741/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.039 Epoch 6 Batch 1742/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.945, Loss: 0.041 Epoch 6 Batch 1743/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.948, Loss: 0.033 Epoch 6 Batch 1744/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.948, Loss: 0.054 Epoch 6 Batch 1745/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.063 Epoch 6 Batch 1746/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.943, Loss: 0.066 Epoch 6 Batch 1747/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.943, Loss: 0.037 Epoch 6 Batch 1748/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.059 Epoch 6 Batch 1749/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.067 Epoch 6 Batch 1750/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.943, Loss: 0.050 Epoch 6 Batch 1751/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.041 Epoch 6 Batch 1752/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.065 Epoch 6 Batch 1753/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.044 Epoch 6 Batch 1754/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.053 Epoch 6 Batch 1755/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.952, Loss: 0.057 Epoch 6 Batch 1756/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.946, Loss: 0.034 Epoch 6 Batch 1757/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.060 Epoch 6 Batch 1758/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.952, Loss: 0.041 Epoch 6 Batch 1759/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.042 Epoch 6 Batch 1760/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.944, Loss: 0.039 Epoch 6 Batch 1761/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.080 Epoch 6 Batch 1762/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.943, Loss: 0.042 Epoch 6 Batch 1763/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.943, Loss: 0.053 Epoch 6 Batch 1764/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.943, Loss: 0.056 Epoch 6 Batch 1765/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.943, Loss: 0.038 Epoch 6 Batch 1766/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.042 Epoch 6 Batch 1767/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.065 Epoch 6 Batch 1768/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.952, Loss: 0.074 Epoch 6 Batch 1769/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.041 Epoch 6 Batch 1770/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.954, Loss: 0.061 Epoch 6 Batch 1771/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.954, Loss: 0.029 Epoch 6 Batch 1772/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.025 Epoch 6 Batch 1773/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.965, Loss: 0.058 Epoch 6 Batch 1774/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.965, Loss: 0.027 Epoch 6 Batch 1775/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.051 Epoch 6 Batch 1776/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.953, Loss: 0.088 Epoch 6 Batch 1777/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.040 Epoch 6 Batch 1778/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.945, Loss: 0.040 Epoch 6 Batch 1779/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.051 Epoch 6 Batch 1780/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.041 Epoch 6 Batch 1781/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.954, Loss: 0.049 Epoch 6 Batch 1782/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.045 Epoch 6 Batch 1783/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.044 Epoch 6 Batch 1784/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.026 Epoch 6 Batch 1785/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.035 Epoch 6 Batch 1786/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.044 Epoch 6 Batch 1787/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.955, Loss: 0.052 Epoch 6 Batch 1788/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.044 Epoch 6 Batch 1789/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.047 Epoch 6 Batch 1790/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.955, Loss: 0.038 Epoch 6 Batch 1791/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.955, Loss: 0.038 Epoch 6 Batch 1792/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.040 Epoch 6 Batch 1793/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.046 Epoch 6 Batch 1794/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.952, Loss: 0.055 Epoch 6 Batch 1795/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.952, Loss: 0.035 Epoch 6 Batch 1796/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.940, Loss: 0.034 Epoch 6 Batch 1797/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.034 Epoch 6 Batch 1798/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.045 Epoch 6 Batch 1799/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.940, Loss: 0.039 Epoch 6 Batch 1800/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.940, Loss: 0.040 Epoch 6 Batch 1801/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.057 Epoch 6 Batch 1802/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.047 Epoch 6 Batch 1803/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.952, Loss: 0.077 Epoch 6 Batch 1804/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.952, Loss: 0.049 Epoch 6 Batch 1805/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.944, Loss: 0.054 Epoch 6 Batch 1806/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.935, Loss: 0.048 Epoch 6 Batch 1807/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.935, Loss: 0.031 Epoch 6 Batch 1808/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.056 Epoch 6 Batch 1809/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.032 Epoch 6 Batch 1810/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.939, Loss: 0.044 Epoch 6 Batch 1811/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.029 Epoch 6 Batch 1812/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.939, Loss: 0.040 Epoch 6 Batch 1813/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.057 Epoch 6 Batch 1814/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.939, Loss: 0.035 Epoch 6 Batch 1815/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.935, Loss: 0.041 Epoch 6 Batch 1816/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.944, Loss: 0.071 Epoch 6 Batch 1817/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.944, Loss: 0.070 Epoch 6 Batch 1818/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.946, Loss: 0.024 Epoch 6 Batch 1819/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.092 Epoch 6 Batch 1820/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.946, Loss: 0.038 Epoch 6 Batch 1821/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.937, Loss: 0.052 Epoch 6 Batch 1822/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.051 Epoch 6 Batch 1823/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.937, Loss: 0.048 Epoch 6 Batch 1824/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.955, Loss: 0.057 Epoch 6 Batch 1825/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.044 Epoch 6 Batch 1826/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.940, Loss: 0.064 Epoch 6 Batch 1827/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.049 Epoch 6 Batch 1828/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.056 Epoch 6 Batch 1829/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.940, Loss: 0.060 Epoch 6 Batch 1830/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.940, Loss: 0.112 Epoch 6 Batch 1831/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.949, Loss: 0.040 Epoch 6 Batch 1832/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.026 Epoch 6 Batch 1833/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.949, Loss: 0.077 Epoch 6 Batch 1834/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.032 Epoch 6 Batch 1835/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.932, Loss: 0.059 Epoch 6 Batch 1836/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.934, Loss: 0.023 Epoch 6 Batch 1837/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.934, Loss: 0.037 Epoch 6 Batch 1838/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.934, Loss: 0.039 Epoch 6 Batch 1839/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.934, Loss: 0.043 Epoch 6 Batch 1840/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.934, Loss: 0.028 Epoch 6 Batch 1841/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.942, Loss: 0.038 Epoch 6 Batch 1842/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.942, Loss: 0.058 Epoch 6 Batch 1843/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.066 Epoch 6 Batch 1844/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.029 Epoch 6 Batch 1845/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.942, Loss: 0.042 Epoch 6 Batch 1846/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.934, Loss: 0.050 Epoch 6 Batch 1847/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.934, Loss: 0.027 Epoch 6 Batch 1848/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.934, Loss: 0.029 Epoch 6 Batch 1849/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.934, Loss: 0.066 Epoch 6 Batch 1850/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.935, Loss: 0.053 Epoch 6 Batch 1851/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.041 Epoch 6 Batch 1852/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.036 Epoch 6 Batch 1853/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.043 Epoch 6 Batch 1854/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.934, Loss: 0.051 Epoch 6 Batch 1855/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.934, Loss: 0.060 Epoch 6 Batch 1856/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.934, Loss: 0.052 Epoch 6 Batch 1857/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.057 Epoch 6 Batch 1858/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.942, Loss: 0.038 Epoch 6 Batch 1859/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.934, Loss: 0.043 Epoch 6 Batch 1860/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.934, Loss: 0.046 Epoch 6 Batch 1861/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.947, Loss: 0.037 Epoch 6 Batch 1862/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.959, Loss: 0.039 Epoch 6 Batch 1863/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.047 Epoch 6 Batch 1864/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.021 Epoch 6 Batch 1865/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.046 Epoch 6 Batch 1866/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.962, Loss: 0.047 Epoch 6 Batch 1867/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.963, Loss: 0.033 Epoch 6 Batch 1868/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.058 Epoch 6 Batch 1869/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.036 Epoch 6 Batch 1870/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.952, Loss: 0.037 Epoch 6 Batch 1871/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.039 Epoch 6 Batch 1872/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.961, Loss: 0.047 Epoch 6 Batch 1873/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.061 Epoch 6 Batch 1874/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.951, Loss: 0.045 Epoch 6 Batch 1875/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.951, Loss: 0.048 Epoch 6 Batch 1876/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.951, Loss: 0.048 Epoch 6 Batch 1877/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.951, Loss: 0.070 Epoch 6 Batch 1878/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.951, Loss: 0.055 Epoch 6 Batch 1879/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.072 Epoch 6 Batch 1880/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.065 Epoch 6 Batch 1881/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.031 Epoch 6 Batch 1882/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.041 Epoch 6 Batch 1883/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.053 Epoch 6 Batch 1884/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.034 Epoch 6 Batch 1885/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.952, Loss: 0.073 Epoch 6 Batch 1886/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.952, Loss: 0.047 Epoch 6 Batch 1887/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.951, Loss: 0.049 Epoch 6 Batch 1888/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.040 Epoch 6 Batch 1889/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.031 Epoch 6 Batch 1890/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.029 Epoch 6 Batch 1891/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.037 Epoch 6 Batch 1892/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.037 Epoch 6 Batch 1893/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.960, Loss: 0.032 Epoch 6 Batch 1894/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.032 Epoch 6 Batch 1895/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.037 Epoch 6 Batch 1896/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.946, Loss: 0.041 Epoch 6 Batch 1897/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.946, Loss: 0.052 Epoch 6 Batch 1898/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.956, Loss: 0.052 Epoch 6 Batch 1899/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.038 Epoch 6 Batch 1900/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.051 Epoch 6 Batch 1901/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.955, Loss: 0.035 Epoch 6 Batch 1902/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.028 Epoch 6 Batch 1903/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.052 Epoch 6 Batch 1904/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.054 Epoch 6 Batch 1905/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.949, Loss: 0.034 Epoch 6 Batch 1906/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.031 Epoch 6 Batch 1907/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.040 Epoch 6 Batch 1908/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.940, Loss: 0.035 Epoch 6 Batch 1909/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.075 Epoch 6 Batch 1910/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.035 Epoch 6 Batch 1911/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.952, Loss: 0.082 Epoch 6 Batch 1912/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.942, Loss: 0.040 Epoch 6 Batch 1913/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.067 Epoch 6 Batch 1914/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.953, Loss: 0.053 Epoch 6 Batch 1915/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.954, Loss: 0.016 Epoch 6 Batch 1916/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.041 Epoch 6 Batch 1917/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.954, Loss: 0.045 Epoch 6 Batch 1918/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.043 Epoch 6 Batch 1919/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.953, Loss: 0.052 Epoch 6 Batch 1920/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.031 Epoch 6 Batch 1921/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.953, Loss: 0.034 Epoch 6 Batch 1922/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.056 Epoch 6 Batch 1923/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.027 Epoch 6 Batch 1924/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.948, Loss: 0.045 Epoch 6 Batch 1925/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.060 Epoch 6 Batch 1926/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.962, Loss: 0.059 Epoch 6 Batch 1927/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.050 Epoch 6 Batch 1928/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.962, Loss: 0.070 Epoch 6 Batch 1929/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.954, Loss: 0.035 Epoch 6 Batch 1930/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.954, Loss: 0.047 Epoch 6 Batch 1931/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.954, Loss: 0.036 Epoch 6 Batch 1932/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.954, Loss: 0.063 Epoch 6 Batch 1933/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.052 Epoch 6 Batch 1934/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.034 Epoch 6 Batch 1935/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.048 Epoch 6 Batch 1936/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.050 Epoch 6 Batch 1937/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.072 Epoch 6 Batch 1938/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.938, Loss: 0.060 Epoch 6 Batch 1939/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.938, Loss: 0.077 Epoch 6 Batch 1940/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.057 Epoch 6 Batch 1941/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.937, Loss: 0.052 Epoch 6 Batch 1942/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.042 Epoch 6 Batch 1943/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.074 Epoch 6 Batch 1944/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.050 Epoch 6 Batch 1945/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.937, Loss: 0.032 Epoch 6 Batch 1946/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.928, Loss: 0.050 Epoch 6 Batch 1947/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.920, Loss: 0.039 Epoch 6 Batch 1948/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.929, Loss: 0.042 Epoch 6 Batch 1949/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.929, Loss: 0.030 Epoch 6 Batch 1950/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.929, Loss: 0.031 Epoch 6 Batch 1951/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.929, Loss: 0.059 Epoch 6 Batch 1952/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.925, Loss: 0.028 Epoch 6 Batch 1953/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.942, Loss: 0.029 Epoch 6 Batch 1954/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.945, Loss: 0.045 Epoch 6 Batch 1955/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.032 Epoch 6 Batch 1956/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.022 Epoch 6 Batch 1957/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.042 Epoch 6 Batch 1958/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.940, Loss: 0.036 Epoch 6 Batch 1959/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.036 Epoch 6 Batch 1960/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.940, Loss: 0.052 Epoch 6 Batch 1961/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.049 Epoch 6 Batch 1962/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.938, Loss: 0.046 Epoch 6 Batch 1963/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.035 Epoch 6 Batch 1964/2154 - Train Accuracy: 0.895, Validation Accuracy: 0.942, Loss: 0.083 Epoch 6 Batch 1965/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.039 Epoch 6 Batch 1966/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.035 Epoch 6 Batch 1967/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.947, Loss: 0.041 Epoch 6 Batch 1968/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.040 Epoch 6 Batch 1969/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.947, Loss: 0.069 Epoch 6 Batch 1970/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.947, Loss: 0.049 Epoch 6 Batch 1971/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.947, Loss: 0.037 Epoch 6 Batch 1972/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.947, Loss: 0.034 Epoch 6 Batch 1973/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.947, Loss: 0.039 Epoch 6 Batch 1974/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.947, Loss: 0.046 Epoch 6 Batch 1975/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.045 Epoch 6 Batch 1976/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.947, Loss: 0.034 Epoch 6 Batch 1977/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.059 Epoch 6 Batch 1978/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.054 Epoch 6 Batch 1979/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.058 Epoch 6 Batch 1980/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.047 Epoch 6 Batch 1981/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.942, Loss: 0.038 Epoch 6 Batch 1982/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.050 Epoch 6 Batch 1983/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.950, Loss: 0.049 Epoch 6 Batch 1984/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.053 Epoch 6 Batch 1985/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.941, Loss: 0.046 Epoch 6 Batch 1986/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.941, Loss: 0.042 Epoch 6 Batch 1987/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.941, Loss: 0.035 Epoch 6 Batch 1988/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.950, Loss: 0.056 Epoch 6 Batch 1989/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.049 Epoch 6 Batch 1990/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.033 Epoch 6 Batch 1991/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.038 Epoch 6 Batch 1992/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.045 Epoch 6 Batch 1993/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.937, Loss: 0.025 Epoch 6 Batch 1994/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.937, Loss: 0.061 Epoch 6 Batch 1995/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.057 Epoch 6 Batch 1996/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.945, Loss: 0.034 Epoch 6 Batch 1997/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.060 Epoch 6 Batch 1998/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.024 Epoch 6 Batch 1999/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.936, Loss: 0.037 Epoch 6 Batch 2000/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.936, Loss: 0.065 Epoch 6 Batch 2001/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.936, Loss: 0.052 Epoch 6 Batch 2002/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.936, Loss: 0.042 Epoch 6 Batch 2003/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.936, Loss: 0.048 Epoch 6 Batch 2004/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.936, Loss: 0.034 Epoch 6 Batch 2005/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.936, Loss: 0.046 Epoch 6 Batch 2006/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.936, Loss: 0.021 Epoch 6 Batch 2007/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.936, Loss: 0.058 Epoch 6 Batch 2008/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.936, Loss: 0.050 Epoch 6 Batch 2009/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.945, Loss: 0.033 Epoch 6 Batch 2010/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.083 Epoch 6 Batch 2011/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 2012/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.042 Epoch 6 Batch 2013/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.945, Loss: 0.038 Epoch 6 Batch 2014/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.028 Epoch 6 Batch 2015/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.040 Epoch 6 Batch 2016/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.945, Loss: 0.043 Epoch 6 Batch 2017/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.054 Epoch 6 Batch 2018/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.940, Loss: 0.060 Epoch 6 Batch 2019/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.940, Loss: 0.037 Epoch 6 Batch 2020/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.035 Epoch 6 Batch 2021/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.930, Loss: 0.039 Epoch 6 Batch 2022/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.042 Epoch 6 Batch 2023/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.050 Epoch 6 Batch 2024/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.035 Epoch 6 Batch 2025/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.040 Epoch 6 Batch 2026/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.030 Epoch 6 Batch 2027/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.029 Epoch 6 Batch 2028/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.037 Epoch 6 Batch 2029/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.947, Loss: 0.033 Epoch 6 Batch 2030/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.947, Loss: 0.038 Epoch 6 Batch 2031/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.050 Epoch 6 Batch 2032/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.941, Loss: 0.063 Epoch 6 Batch 2033/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.950, Loss: 0.047 Epoch 6 Batch 2034/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.039 Epoch 6 Batch 2035/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.962, Loss: 0.030 Epoch 6 Batch 2036/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.954, Loss: 0.047 Epoch 6 Batch 2037/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.046 Epoch 6 Batch 2038/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.053 Epoch 6 Batch 2039/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.945, Loss: 0.068 Epoch 6 Batch 2040/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.041 Epoch 6 Batch 2041/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.039 Epoch 6 Batch 2042/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.040 Epoch 6 Batch 2043/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.945, Loss: 0.044 Epoch 6 Batch 2044/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.050 Epoch 6 Batch 2045/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.942, Loss: 0.037 Epoch 6 Batch 2046/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.937, Loss: 0.054 Epoch 6 Batch 2047/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.937, Loss: 0.053 Epoch 6 Batch 2048/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.938, Loss: 0.055 Epoch 6 Batch 2049/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.938, Loss: 0.042 Epoch 6 Batch 2050/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.064 Epoch 6 Batch 2051/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.937, Loss: 0.048 Epoch 6 Batch 2052/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.937, Loss: 0.040 Epoch 6 Batch 2053/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.937, Loss: 0.063 Epoch 6 Batch 2054/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.937, Loss: 0.038 Epoch 6 Batch 2055/2154 - Train Accuracy: 0.901, Validation Accuracy: 0.945, Loss: 0.052 Epoch 6 Batch 2056/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.031 Epoch 6 Batch 2057/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.040 Epoch 6 Batch 2058/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.954, Loss: 0.047 Epoch 6 Batch 2059/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.954, Loss: 0.039 Epoch 6 Batch 2060/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.044 Epoch 6 Batch 2061/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.043 Epoch 6 Batch 2062/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.038 Epoch 6 Batch 2063/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.035 Epoch 6 Batch 2064/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.963, Loss: 0.050 Epoch 6 Batch 2065/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.028 Epoch 6 Batch 2066/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.962, Loss: 0.061 Epoch 6 Batch 2067/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.041 Epoch 6 Batch 2068/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.962, Loss: 0.047 Epoch 6 Batch 2069/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.044 Epoch 6 Batch 2070/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.037 Epoch 6 Batch 2071/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.937, Loss: 0.037 Epoch 6 Batch 2072/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.937, Loss: 0.032 Epoch 6 Batch 2073/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.937, Loss: 0.056 Epoch 6 Batch 2074/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.061 Epoch 6 Batch 2075/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.047 Epoch 6 Batch 2076/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.048 Epoch 6 Batch 2077/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.949, Loss: 0.068 Epoch 6 Batch 2078/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.033 Epoch 6 Batch 2079/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.063 Epoch 6 Batch 2080/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.050 Epoch 6 Batch 2081/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.948, Loss: 0.041 Epoch 6 Batch 2082/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.046 Epoch 6 Batch 2083/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.041 Epoch 6 Batch 2084/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.948, Loss: 0.063 Epoch 6 Batch 2085/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.027 Epoch 6 Batch 2086/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.945, Loss: 0.038 Epoch 6 Batch 2087/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.958, Loss: 0.061 Epoch 6 Batch 2088/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.941, Loss: 0.051 Epoch 6 Batch 2089/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.060 Epoch 6 Batch 2090/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.050 Epoch 6 Batch 2091/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.950, Loss: 0.040 Epoch 6 Batch 2092/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.959, Loss: 0.054 Epoch 6 Batch 2093/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.026 Epoch 6 Batch 2094/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.040 Epoch 6 Batch 2095/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.959, Loss: 0.044 Epoch 6 Batch 2096/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.049 Epoch 6 Batch 2097/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.027 Epoch 6 Batch 2098/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.050 Epoch 6 Batch 2099/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.957, Loss: 0.061 Epoch 6 Batch 2100/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.043 Epoch 6 Batch 2101/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.037 Epoch 6 Batch 2102/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.956, Loss: 0.040 Epoch 6 Batch 2103/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.956, Loss: 0.047 Epoch 6 Batch 2104/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.061 Epoch 6 Batch 2105/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.046 Epoch 6 Batch 2106/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.046 Epoch 6 Batch 2107/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.960, Loss: 0.063 Epoch 6 Batch 2108/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.032 Epoch 6 Batch 2109/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.036 Epoch 6 Batch 2110/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.972, Loss: 0.037 Epoch 6 Batch 2111/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.972, Loss: 0.048 Epoch 6 Batch 2112/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.963, Loss: 0.055 Epoch 6 Batch 2113/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.031 Epoch 6 Batch 2114/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.955, Loss: 0.041 Epoch 6 Batch 2115/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.046 Epoch 6 Batch 2116/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.045 Epoch 6 Batch 2117/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.955, Loss: 0.058 Epoch 6 Batch 2118/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.955, Loss: 0.062 Epoch 6 Batch 2119/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.955, Loss: 0.059 Epoch 6 Batch 2120/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.955, Loss: 0.046 Epoch 6 Batch 2121/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.035 Epoch 6 Batch 2122/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.034 Epoch 6 Batch 2123/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.963, Loss: 0.054 Epoch 6 Batch 2124/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.032 Epoch 6 Batch 2125/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.051 Epoch 6 Batch 2126/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.039 Epoch 6 Batch 2127/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.966, Loss: 0.077 Epoch 6 Batch 2128/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.974, Loss: 0.047 Epoch 6 Batch 2129/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.974, Loss: 0.044 Epoch 6 Batch 2130/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.974, Loss: 0.035 Epoch 6 Batch 2131/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.035 Epoch 6 Batch 2132/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.039 Epoch 6 Batch 2133/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.051 Epoch 6 Batch 2134/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.967, Loss: 0.052 Epoch 6 Batch 2135/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.975, Loss: 0.063 Epoch 6 Batch 2136/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.975, Loss: 0.043 Epoch 6 Batch 2137/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.963, Loss: 0.034 Epoch 6 Batch 2138/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.037 Epoch 6 Batch 2139/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.041 Epoch 6 Batch 2140/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.031 Epoch 6 Batch 2141/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.056 Epoch 6 Batch 2142/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.036 Epoch 6 Batch 2143/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.034 Epoch 6 Batch 2144/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.053 Epoch 6 Batch 2145/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.976, Loss: 0.050 Epoch 6 Batch 2146/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.036 Epoch 6 Batch 2147/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.049 Epoch 6 Batch 2148/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.958, Loss: 0.051 Epoch 6 Batch 2149/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.079 Epoch 6 Batch 2150/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.053 Epoch 6 Batch 2151/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.050 Epoch 6 Batch 2152/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.057 Epoch 7 Batch 0/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.958, Loss: 0.054 Epoch 7 Batch 1/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.958, Loss: 0.041 Epoch 7 Batch 2/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.039 Epoch 7 Batch 3/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.034 Epoch 7 Batch 4/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.037 Epoch 7 Batch 5/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.036 Epoch 7 Batch 6/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.958, Loss: 0.033 Epoch 7 Batch 7/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.027 Epoch 7 Batch 8/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.088 Epoch 7 Batch 9/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.039 Epoch 7 Batch 10/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.031 Epoch 7 Batch 11/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.074 Epoch 7 Batch 12/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.966, Loss: 0.077 Epoch 7 Batch 13/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.044 Epoch 7 Batch 14/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.052 Epoch 7 Batch 15/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.059 Epoch 7 Batch 16/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.033 Epoch 7 Batch 17/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.063 Epoch 7 Batch 18/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.031 Epoch 7 Batch 19/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.035 Epoch 7 Batch 20/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.039 Epoch 7 Batch 21/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.969, Loss: 0.047 Epoch 7 Batch 22/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.960, Loss: 0.039 Epoch 7 Batch 23/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.065 Epoch 7 Batch 24/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.960, Loss: 0.063 Epoch 7 Batch 25/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.046 Epoch 7 Batch 26/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.031 Epoch 7 Batch 27/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.062 Epoch 7 Batch 28/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.957, Loss: 0.048 Epoch 7 Batch 29/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.029 Epoch 7 Batch 30/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.034 Epoch 7 Batch 31/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.025 Epoch 7 Batch 32/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.966, Loss: 0.051 Epoch 7 Batch 33/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.967, Loss: 0.056 Epoch 7 Batch 34/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.967, Loss: 0.032 Epoch 7 Batch 35/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.967, Loss: 0.058 Epoch 7 Batch 36/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.976, Loss: 0.033 Epoch 7 Batch 37/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.052 Epoch 7 Batch 38/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.967, Loss: 0.049 Epoch 7 Batch 39/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.967, Loss: 0.044 Epoch 7 Batch 40/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.959, Loss: 0.038 Epoch 7 Batch 41/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.959, Loss: 0.052 Epoch 7 Batch 42/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.032 Epoch 7 Batch 43/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.032 Epoch 7 Batch 44/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.959, Loss: 0.058 Epoch 7 Batch 45/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.950, Loss: 0.043 Epoch 7 Batch 46/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.950, Loss: 0.044 Epoch 7 Batch 47/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.043 Epoch 7 Batch 48/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.046 Epoch 7 Batch 49/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.029 Epoch 7 Batch 50/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.955, Loss: 0.048 Epoch 7 Batch 51/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.032 Epoch 7 Batch 52/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.027 Epoch 7 Batch 53/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.031 Epoch 7 Batch 54/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.955, Loss: 0.064 Epoch 7 Batch 55/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.041 Epoch 7 Batch 56/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.048 Epoch 7 Batch 57/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.033 Epoch 7 Batch 58/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.072 Epoch 7 Batch 59/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.052 Epoch 7 Batch 60/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.028 Epoch 7 Batch 61/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.032 Epoch 7 Batch 62/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.033 Epoch 7 Batch 63/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.061 Epoch 7 Batch 64/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.954, Loss: 0.046 Epoch 7 Batch 65/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.028 Epoch 7 Batch 66/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.954, Loss: 0.045 Epoch 7 Batch 67/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.962, Loss: 0.046 Epoch 7 Batch 68/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.032 Epoch 7 Batch 69/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.025 Epoch 7 Batch 70/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.047 Epoch 7 Batch 71/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.049 Epoch 7 Batch 72/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.027 Epoch 7 Batch 73/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.050 Epoch 7 Batch 74/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.032 Epoch 7 Batch 75/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.040 Epoch 7 Batch 76/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.036 Epoch 7 Batch 77/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.084 Epoch 7 Batch 78/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.042 Epoch 7 Batch 79/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.052 Epoch 7 Batch 80/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.045 Epoch 7 Batch 81/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.966, Loss: 0.052 Epoch 7 Batch 82/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.025 Epoch 7 Batch 83/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.029 Epoch 7 Batch 84/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.051 Epoch 7 Batch 85/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.062 Epoch 7 Batch 86/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.043 Epoch 7 Batch 87/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.945, Loss: 0.029 Epoch 7 Batch 88/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.025 Epoch 7 Batch 89/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.942, Loss: 0.021 Epoch 7 Batch 90/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.948, Loss: 0.051 Epoch 7 Batch 91/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.939, Loss: 0.044 Epoch 7 Batch 92/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.939, Loss: 0.058 Epoch 7 Batch 93/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.939, Loss: 0.043 Epoch 7 Batch 94/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.037 Epoch 7 Batch 95/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.942, Loss: 0.040 Epoch 7 Batch 96/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.051 Epoch 7 Batch 97/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.053 Epoch 7 Batch 98/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.073 Epoch 7 Batch 99/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.937, Loss: 0.033 Epoch 7 Batch 100/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.078 Epoch 7 Batch 101/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.937, Loss: 0.042 Epoch 7 Batch 102/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.937, Loss: 0.039 Epoch 7 Batch 103/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.937, Loss: 0.039 Epoch 7 Batch 104/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.954, Loss: 0.042 Epoch 7 Batch 105/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.957, Loss: 0.076 Epoch 7 Batch 106/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.039 Epoch 7 Batch 107/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.053 Epoch 7 Batch 108/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.939, Loss: 0.059 Epoch 7 Batch 109/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.939, Loss: 0.052 Epoch 7 Batch 110/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.069 Epoch 7 Batch 111/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.940, Loss: 0.030 Epoch 7 Batch 112/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.946, Loss: 0.048 Epoch 7 Batch 113/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.938, Loss: 0.037 Epoch 7 Batch 114/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.029 Epoch 7 Batch 115/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.940, Loss: 0.044 Epoch 7 Batch 116/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.055 Epoch 7 Batch 117/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.939, Loss: 0.031 Epoch 7 Batch 118/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.059 Epoch 7 Batch 119/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.939, Loss: 0.042 Epoch 7 Batch 120/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.939, Loss: 0.027 Epoch 7 Batch 121/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.939, Loss: 0.028 Epoch 7 Batch 122/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.939, Loss: 0.041 Epoch 7 Batch 123/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.939, Loss: 0.061 Epoch 7 Batch 124/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.939, Loss: 0.068 Epoch 7 Batch 125/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.043 Epoch 7 Batch 126/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.062 Epoch 7 Batch 127/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.940, Loss: 0.034 Epoch 7 Batch 128/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.939, Loss: 0.028 Epoch 7 Batch 129/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.939, Loss: 0.032 Epoch 7 Batch 130/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.043 Epoch 7 Batch 131/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.055 Epoch 7 Batch 132/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.032 Epoch 7 Batch 133/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.940, Loss: 0.019 Epoch 7 Batch 134/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.036 Epoch 7 Batch 135/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.053 Epoch 7 Batch 136/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.948, Loss: 0.040 Epoch 7 Batch 137/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.046 Epoch 7 Batch 138/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.944, Loss: 0.052 Epoch 7 Batch 139/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.060 Epoch 7 Batch 140/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.085 Epoch 7 Batch 141/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.045 Epoch 7 Batch 142/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.935, Loss: 0.052 Epoch 7 Batch 143/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.935, Loss: 0.036 Epoch 7 Batch 144/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.041 Epoch 7 Batch 145/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.944, Loss: 0.041 Epoch 7 Batch 146/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.953, Loss: 0.040 Epoch 7 Batch 147/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.030 Epoch 7 Batch 148/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.053 Epoch 7 Batch 149/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.040 Epoch 7 Batch 150/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.943, Loss: 0.033 Epoch 7 Batch 151/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.943, Loss: 0.062 Epoch 7 Batch 152/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.044 Epoch 7 Batch 153/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.943, Loss: 0.048 Epoch 7 Batch 154/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.934, Loss: 0.022 Epoch 7 Batch 155/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.942, Loss: 0.056 Epoch 7 Batch 156/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.038 Epoch 7 Batch 157/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.037 Epoch 7 Batch 158/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.955, Loss: 0.031 Epoch 7 Batch 159/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.052 Epoch 7 Batch 160/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.053 Epoch 7 Batch 161/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.047 Epoch 7 Batch 162/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.964, Loss: 0.025 Epoch 7 Batch 163/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.039 Epoch 7 Batch 164/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.032 Epoch 7 Batch 165/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.964, Loss: 0.037 Epoch 7 Batch 166/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.955, Loss: 0.026 Epoch 7 Batch 167/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.038 Epoch 7 Batch 168/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.044 Epoch 7 Batch 169/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.054 Epoch 7 Batch 170/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.033 Epoch 7 Batch 171/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.028 Epoch 7 Batch 172/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.034 Epoch 7 Batch 173/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.050 Epoch 7 Batch 174/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.946, Loss: 0.042 Epoch 7 Batch 175/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.040 Epoch 7 Batch 176/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.964, Loss: 0.061 Epoch 7 Batch 177/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.964, Loss: 0.055 Epoch 7 Batch 178/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.965, Loss: 0.044 Epoch 7 Batch 179/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.047 Epoch 7 Batch 180/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.037 Epoch 7 Batch 181/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.952, Loss: 0.042 Epoch 7 Batch 182/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.053 Epoch 7 Batch 183/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.040 Epoch 7 Batch 184/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.053 Epoch 7 Batch 185/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.039 Epoch 7 Batch 186/2154 - Train Accuracy: 0.898, Validation Accuracy: 0.958, Loss: 0.056 Epoch 7 Batch 187/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.049 Epoch 7 Batch 188/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.029 Epoch 7 Batch 189/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.045 Epoch 7 Batch 190/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.032 Epoch 7 Batch 191/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.055 Epoch 7 Batch 192/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.057 Epoch 7 Batch 193/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.056 Epoch 7 Batch 194/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.045 Epoch 7 Batch 195/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.053 Epoch 7 Batch 196/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.041 Epoch 7 Batch 197/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.033 Epoch 7 Batch 198/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.964, Loss: 0.061 Epoch 7 Batch 199/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.038 Epoch 7 Batch 200/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.952, Loss: 0.036 Epoch 7 Batch 201/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.034 Epoch 7 Batch 202/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.044 Epoch 7 Batch 203/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.966, Loss: 0.051 Epoch 7 Batch 204/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.027 Epoch 7 Batch 205/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.023 Epoch 7 Batch 206/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.050 Epoch 7 Batch 207/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.959, Loss: 0.057 Epoch 7 Batch 208/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.970, Loss: 0.038 Epoch 7 Batch 209/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.959, Loss: 0.082 Epoch 7 Batch 210/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.025 Epoch 7 Batch 211/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.031 Epoch 7 Batch 212/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.042 Epoch 7 Batch 213/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.038 Epoch 7 Batch 214/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.074 Epoch 7 Batch 215/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.962, Loss: 0.044 Epoch 7 Batch 216/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.042 Epoch 7 Batch 217/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.062 Epoch 7 Batch 218/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.964, Loss: 0.046 Epoch 7 Batch 219/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.964, Loss: 0.051 Epoch 7 Batch 220/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.040 Epoch 7 Batch 221/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.967, Loss: 0.029 Epoch 7 Batch 222/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.048 Epoch 7 Batch 223/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.959, Loss: 0.055 Epoch 7 Batch 224/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.030 Epoch 7 Batch 225/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.038 Epoch 7 Batch 226/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.958, Loss: 0.031 Epoch 7 Batch 227/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.050 Epoch 7 Batch 228/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.959, Loss: 0.049 Epoch 7 Batch 229/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.032 Epoch 7 Batch 230/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.028 Epoch 7 Batch 231/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.975, Loss: 0.050 Epoch 7 Batch 232/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.975, Loss: 0.039 Epoch 7 Batch 233/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.966, Loss: 0.076 Epoch 7 Batch 234/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.966, Loss: 0.029 Epoch 7 Batch 235/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.033 Epoch 7 Batch 236/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.966, Loss: 0.038 Epoch 7 Batch 237/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.957, Loss: 0.061 Epoch 7 Batch 238/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.035 Epoch 7 Batch 239/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.029 Epoch 7 Batch 240/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.949, Loss: 0.051 Epoch 7 Batch 241/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.052 Epoch 7 Batch 242/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.967, Loss: 0.048 Epoch 7 Batch 243/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.045 Epoch 7 Batch 244/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.949, Loss: 0.042 Epoch 7 Batch 245/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.036 Epoch 7 Batch 246/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.048 Epoch 7 Batch 247/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.950, Loss: 0.034 Epoch 7 Batch 248/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.950, Loss: 0.035 Epoch 7 Batch 249/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.048 Epoch 7 Batch 250/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.043 Epoch 7 Batch 251/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.950, Loss: 0.047 Epoch 7 Batch 252/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.085 Epoch 7 Batch 253/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.950, Loss: 0.036 Epoch 7 Batch 254/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.949, Loss: 0.032 Epoch 7 Batch 255/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 256/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.945, Loss: 0.039 Epoch 7 Batch 257/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.937, Loss: 0.054 Epoch 7 Batch 258/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.936, Loss: 0.024 Epoch 7 Batch 259/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.936, Loss: 0.067 Epoch 7 Batch 260/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.936, Loss: 0.068 Epoch 7 Batch 261/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.031 Epoch 7 Batch 262/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.936, Loss: 0.031 Epoch 7 Batch 263/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.933, Loss: 0.054 Epoch 7 Batch 264/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.037 Epoch 7 Batch 265/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.947, Loss: 0.043 Epoch 7 Batch 266/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.928, Loss: 0.030 Epoch 7 Batch 267/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.928, Loss: 0.028 Epoch 7 Batch 268/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.929, Loss: 0.023 Epoch 7 Batch 269/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.930, Loss: 0.040 Epoch 7 Batch 270/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.930, Loss: 0.035 Epoch 7 Batch 271/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.930, Loss: 0.046 Epoch 7 Batch 272/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.038 Epoch 7 Batch 273/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.930, Loss: 0.030 Epoch 7 Batch 274/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.930, Loss: 0.054 Epoch 7 Batch 275/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.930, Loss: 0.026 Epoch 7 Batch 276/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.930, Loss: 0.047 Epoch 7 Batch 277/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.057 Epoch 7 Batch 278/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.032 Epoch 7 Batch 279/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.947, Loss: 0.039 Epoch 7 Batch 280/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.947, Loss: 0.069 Epoch 7 Batch 281/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.044 Epoch 7 Batch 282/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.026 Epoch 7 Batch 283/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.039 Epoch 7 Batch 284/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.028 Epoch 7 Batch 285/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.947, Loss: 0.041 Epoch 7 Batch 286/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.947, Loss: 0.039 Epoch 7 Batch 287/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.951, Loss: 0.033 Epoch 7 Batch 288/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.951, Loss: 0.043 Epoch 7 Batch 289/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.951, Loss: 0.047 Epoch 7 Batch 290/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.041 Epoch 7 Batch 291/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.950, Loss: 0.040 Epoch 7 Batch 292/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.950, Loss: 0.044 Epoch 7 Batch 293/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.949, Loss: 0.046 Epoch 7 Batch 294/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.949, Loss: 0.137 Epoch 7 Batch 295/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.042 Epoch 7 Batch 296/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.949, Loss: 0.062 Epoch 7 Batch 297/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.949, Loss: 0.032 Epoch 7 Batch 298/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.046 Epoch 7 Batch 299/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.040 Epoch 7 Batch 300/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.053 Epoch 7 Batch 301/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.958, Loss: 0.046 Epoch 7 Batch 302/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.032 Epoch 7 Batch 303/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.033 Epoch 7 Batch 304/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.039 Epoch 7 Batch 305/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.075 Epoch 7 Batch 306/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.038 Epoch 7 Batch 307/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.065 Epoch 7 Batch 308/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.039 Epoch 7 Batch 309/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.941, Loss: 0.042 Epoch 7 Batch 310/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.933, Loss: 0.046 Epoch 7 Batch 311/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.924, Loss: 0.037 Epoch 7 Batch 312/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.924, Loss: 0.048 Epoch 7 Batch 313/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.925, Loss: 0.033 Epoch 7 Batch 314/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.912, Loss: 0.045 Epoch 7 Batch 315/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.911, Loss: 0.036 Epoch 7 Batch 316/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.911, Loss: 0.045 Epoch 7 Batch 317/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.950, Loss: 0.058 Epoch 7 Batch 318/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.064 Epoch 7 Batch 319/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.045 Epoch 7 Batch 320/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.038 Epoch 7 Batch 321/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.042 Epoch 7 Batch 322/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.041 Epoch 7 Batch 323/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.055 Epoch 7 Batch 324/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.023 Epoch 7 Batch 325/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.059 Epoch 7 Batch 326/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.962, Loss: 0.039 Epoch 7 Batch 327/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.043 Epoch 7 Batch 328/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.042 Epoch 7 Batch 329/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.966, Loss: 0.045 Epoch 7 Batch 330/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.028 Epoch 7 Batch 331/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.043 Epoch 7 Batch 332/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.964, Loss: 0.028 Epoch 7 Batch 333/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.964, Loss: 0.045 Epoch 7 Batch 334/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.044 Epoch 7 Batch 335/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.964, Loss: 0.033 Epoch 7 Batch 336/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.955, Loss: 0.071 Epoch 7 Batch 337/2154 - Train Accuracy: 0.906, Validation Accuracy: 0.947, Loss: 0.073 Epoch 7 Batch 338/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.045 Epoch 7 Batch 339/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.068 Epoch 7 Batch 340/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.036 Epoch 7 Batch 341/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.940, Loss: 0.061 Epoch 7 Batch 342/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.054 Epoch 7 Batch 343/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.939, Loss: 0.046 Epoch 7 Batch 344/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.051 Epoch 7 Batch 345/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.925, Loss: 0.055 Epoch 7 Batch 346/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.918, Loss: 0.023 Epoch 7 Batch 347/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.918, Loss: 0.043 Epoch 7 Batch 348/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.909, Loss: 0.051 Epoch 7 Batch 349/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.909, Loss: 0.038 Epoch 7 Batch 350/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.901, Loss: 0.039 Epoch 7 Batch 351/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.901, Loss: 0.060 Epoch 7 Batch 352/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.909, Loss: 0.028 Epoch 7 Batch 353/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.909, Loss: 0.048 Epoch 7 Batch 354/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.918, Loss: 0.029 Epoch 7 Batch 355/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.918, Loss: 0.058 Epoch 7 Batch 356/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.936, Loss: 0.039 Epoch 7 Batch 357/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.038 Epoch 7 Batch 358/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.035 Epoch 7 Batch 359/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.948, Loss: 0.043 Epoch 7 Batch 360/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.043 Epoch 7 Batch 361/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.030 Epoch 7 Batch 362/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.028 Epoch 7 Batch 363/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.043 Epoch 7 Batch 364/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.042 Epoch 7 Batch 365/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.949, Loss: 0.067 Epoch 7 Batch 366/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.063 Epoch 7 Batch 367/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.035 Epoch 7 Batch 368/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.956, Loss: 0.047 Epoch 7 Batch 369/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.026 Epoch 7 Batch 370/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.956, Loss: 0.054 Epoch 7 Batch 371/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.938, Loss: 0.041 Epoch 7 Batch 372/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.938, Loss: 0.048 Epoch 7 Batch 373/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.046 Epoch 7 Batch 374/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.054 Epoch 7 Batch 375/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.930, Loss: 0.027 Epoch 7 Batch 376/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.930, Loss: 0.029 Epoch 7 Batch 377/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.939, Loss: 0.050 Epoch 7 Batch 378/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.038 Epoch 7 Batch 379/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.949, Loss: 0.046 Epoch 7 Batch 380/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.944, Loss: 0.030 Epoch 7 Batch 381/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.052 Epoch 7 Batch 382/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.944, Loss: 0.024 Epoch 7 Batch 383/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.038 Epoch 7 Batch 384/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.943, Loss: 0.031 Epoch 7 Batch 385/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.931, Loss: 0.030 Epoch 7 Batch 386/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.922, Loss: 0.060 Epoch 7 Batch 387/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.922, Loss: 0.038 Epoch 7 Batch 388/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.922, Loss: 0.042 Epoch 7 Batch 389/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.922, Loss: 0.041 Epoch 7 Batch 390/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.925, Loss: 0.027 Epoch 7 Batch 391/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.925, Loss: 0.031 Epoch 7 Batch 392/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.925, Loss: 0.036 Epoch 7 Batch 393/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.925, Loss: 0.024 Epoch 7 Batch 394/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.926, Loss: 0.042 Epoch 7 Batch 395/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.926, Loss: 0.036 Epoch 7 Batch 396/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.923, Loss: 0.047 Epoch 7 Batch 397/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.923, Loss: 0.045 Epoch 7 Batch 398/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.923, Loss: 0.052 Epoch 7 Batch 399/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.922, Loss: 0.045 Epoch 7 Batch 400/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.927, Loss: 0.027 Epoch 7 Batch 401/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.927, Loss: 0.042 Epoch 7 Batch 402/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.944, Loss: 0.036 Epoch 7 Batch 403/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.032 Epoch 7 Batch 404/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.944, Loss: 0.025 Epoch 7 Batch 405/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.944, Loss: 0.038 Epoch 7 Batch 406/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.945, Loss: 0.032 Epoch 7 Batch 407/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.945, Loss: 0.040 Epoch 7 Batch 408/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 409/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.080 Epoch 7 Batch 410/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.936, Loss: 0.061 Epoch 7 Batch 411/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.936, Loss: 0.070 Epoch 7 Batch 412/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.936, Loss: 0.053 Epoch 7 Batch 413/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.936, Loss: 0.036 Epoch 7 Batch 414/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.936, Loss: 0.039 Epoch 7 Batch 415/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.048 Epoch 7 Batch 416/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.029 Epoch 7 Batch 417/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.056 Epoch 7 Batch 418/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.034 Epoch 7 Batch 419/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.026 Epoch 7 Batch 420/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.041 Epoch 7 Batch 421/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.042 Epoch 7 Batch 422/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.031 Epoch 7 Batch 423/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.032 Epoch 7 Batch 424/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.965, Loss: 0.057 Epoch 7 Batch 425/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.974, Loss: 0.032 Epoch 7 Batch 426/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.029 Epoch 7 Batch 427/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.039 Epoch 7 Batch 428/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.028 Epoch 7 Batch 429/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.965, Loss: 0.031 Epoch 7 Batch 430/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.045 Epoch 7 Batch 431/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.955, Loss: 0.048 Epoch 7 Batch 432/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.048 Epoch 7 Batch 433/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.946, Loss: 0.048 Epoch 7 Batch 434/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.924, Loss: 0.044 Epoch 7 Batch 435/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.924, Loss: 0.036 Epoch 7 Batch 436/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.924, Loss: 0.036 Epoch 7 Batch 437/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.924, Loss: 0.039 Epoch 7 Batch 438/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.922, Loss: 0.046 Epoch 7 Batch 439/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.930, Loss: 0.034 Epoch 7 Batch 440/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.930, Loss: 0.035 Epoch 7 Batch 441/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.940, Loss: 0.031 Epoch 7 Batch 442/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.048 Epoch 7 Batch 443/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.059 Epoch 7 Batch 444/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.038 Epoch 7 Batch 445/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.959, Loss: 0.043 Epoch 7 Batch 446/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.040 Epoch 7 Batch 447/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.959, Loss: 0.026 Epoch 7 Batch 448/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.959, Loss: 0.043 Epoch 7 Batch 449/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.959, Loss: 0.034 Epoch 7 Batch 450/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.036 Epoch 7 Batch 451/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.048 Epoch 7 Batch 452/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.052 Epoch 7 Batch 453/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.955, Loss: 0.040 Epoch 7 Batch 454/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.032 Epoch 7 Batch 455/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.062 Epoch 7 Batch 456/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.947, Loss: 0.041 Epoch 7 Batch 457/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.045 Epoch 7 Batch 458/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.947, Loss: 0.039 Epoch 7 Batch 459/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.947, Loss: 0.068 Epoch 7 Batch 460/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.035 Epoch 7 Batch 461/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.947, Loss: 0.031 Epoch 7 Batch 462/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.051 Epoch 7 Batch 463/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.048 Epoch 7 Batch 464/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.084 Epoch 7 Batch 465/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.045 Epoch 7 Batch 466/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.959, Loss: 0.029 Epoch 7 Batch 467/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.034 Epoch 7 Batch 468/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.945, Loss: 0.086 Epoch 7 Batch 469/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.945, Loss: 0.053 Epoch 7 Batch 470/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.067 Epoch 7 Batch 471/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.070 Epoch 7 Batch 472/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.028 Epoch 7 Batch 473/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.942, Loss: 0.063 Epoch 7 Batch 474/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.052 Epoch 7 Batch 475/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.938, Loss: 0.036 Epoch 7 Batch 476/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.929, Loss: 0.032 Epoch 7 Batch 477/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.929, Loss: 0.047 Epoch 7 Batch 478/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.929, Loss: 0.039 Epoch 7 Batch 479/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.929, Loss: 0.025 Epoch 7 Batch 480/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.929, Loss: 0.037 Epoch 7 Batch 481/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.938, Loss: 0.025 Epoch 7 Batch 482/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.054 Epoch 7 Batch 483/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.929, Loss: 0.027 Epoch 7 Batch 484/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.938, Loss: 0.024 Epoch 7 Batch 485/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.933, Loss: 0.031 Epoch 7 Batch 486/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.933, Loss: 0.034 Epoch 7 Batch 487/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.941, Loss: 0.063 Epoch 7 Batch 488/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.027 Epoch 7 Batch 489/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.941, Loss: 0.029 Epoch 7 Batch 490/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.033 Epoch 7 Batch 491/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.935, Loss: 0.041 Epoch 7 Batch 492/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.941, Loss: 0.055 Epoch 7 Batch 493/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.048 Epoch 7 Batch 494/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.944, Loss: 0.049 Epoch 7 Batch 495/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.043 Epoch 7 Batch 496/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.036 Epoch 7 Batch 497/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.944, Loss: 0.042 Epoch 7 Batch 498/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.962, Loss: 0.055 Epoch 7 Batch 499/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.953, Loss: 0.040 Epoch 7 Batch 500/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.953, Loss: 0.035 Epoch 7 Batch 501/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.055 Epoch 7 Batch 502/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.037 Epoch 7 Batch 503/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.027 Epoch 7 Batch 504/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.964, Loss: 0.068 Epoch 7 Batch 505/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.052 Epoch 7 Batch 506/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.027 Epoch 7 Batch 507/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.961, Loss: 0.046 Epoch 7 Batch 508/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.039 Epoch 7 Batch 509/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.043 Epoch 7 Batch 510/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.961, Loss: 0.033 Epoch 7 Batch 511/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.049 Epoch 7 Batch 512/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.963, Loss: 0.034 Epoch 7 Batch 513/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.951, Loss: 0.078 Epoch 7 Batch 514/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.951, Loss: 0.071 Epoch 7 Batch 515/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.951, Loss: 0.034 Epoch 7 Batch 516/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.951, Loss: 0.044 Epoch 7 Batch 517/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.052 Epoch 7 Batch 518/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.945, Loss: 0.039 Epoch 7 Batch 519/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.050 Epoch 7 Batch 520/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.032 Epoch 7 Batch 521/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.038 Epoch 7 Batch 522/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.032 Epoch 7 Batch 523/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.052 Epoch 7 Batch 524/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.047 Epoch 7 Batch 525/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.954, Loss: 0.036 Epoch 7 Batch 526/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.035 Epoch 7 Batch 527/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.026 Epoch 7 Batch 528/2154 - Train Accuracy: 0.990, Validation Accuracy: 0.949, Loss: 0.023 Epoch 7 Batch 529/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.043 Epoch 7 Batch 530/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.047 Epoch 7 Batch 531/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.037 Epoch 7 Batch 532/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.966, Loss: 0.049 Epoch 7 Batch 533/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.039 Epoch 7 Batch 534/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.957, Loss: 0.062 Epoch 7 Batch 535/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.040 Epoch 7 Batch 536/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.957, Loss: 0.022 Epoch 7 Batch 537/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.946, Loss: 0.055 Epoch 7 Batch 538/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.946, Loss: 0.048 Epoch 7 Batch 539/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.946, Loss: 0.080 Epoch 7 Batch 540/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.946, Loss: 0.040 Epoch 7 Batch 541/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.946, Loss: 0.042 Epoch 7 Batch 542/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.054 Epoch 7 Batch 543/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.039 Epoch 7 Batch 544/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.946, Loss: 0.043 Epoch 7 Batch 545/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.069 Epoch 7 Batch 546/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.064 Epoch 7 Batch 547/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.034 Epoch 7 Batch 548/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.946, Loss: 0.048 Epoch 7 Batch 549/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.946, Loss: 0.036 Epoch 7 Batch 550/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.946, Loss: 0.038 Epoch 7 Batch 551/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.946, Loss: 0.062 Epoch 7 Batch 552/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.934, Loss: 0.029 Epoch 7 Batch 553/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.942, Loss: 0.075 Epoch 7 Batch 554/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.940, Loss: 0.034 Epoch 7 Batch 555/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.940, Loss: 0.038 Epoch 7 Batch 556/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.940, Loss: 0.033 Epoch 7 Batch 557/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.044 Epoch 7 Batch 558/2154 - Train Accuracy: 0.889, Validation Accuracy: 0.942, Loss: 0.064 Epoch 7 Batch 559/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.942, Loss: 0.034 Epoch 7 Batch 560/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.942, Loss: 0.049 Epoch 7 Batch 561/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.060 Epoch 7 Batch 562/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.048 Epoch 7 Batch 563/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.934, Loss: 0.075 Epoch 7 Batch 564/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.934, Loss: 0.040 Epoch 7 Batch 565/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.931, Loss: 0.043 Epoch 7 Batch 566/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.931, Loss: 0.082 Epoch 7 Batch 567/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.940, Loss: 0.038 Epoch 7 Batch 568/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.940, Loss: 0.042 Epoch 7 Batch 569/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.940, Loss: 0.036 Epoch 7 Batch 570/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.939, Loss: 0.043 Epoch 7 Batch 571/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.939, Loss: 0.045 Epoch 7 Batch 572/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.939, Loss: 0.030 Epoch 7 Batch 573/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.046 Epoch 7 Batch 574/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.042 Epoch 7 Batch 575/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.058 Epoch 7 Batch 576/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.940, Loss: 0.028 Epoch 7 Batch 577/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.932, Loss: 0.066 Epoch 7 Batch 578/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.934, Loss: 0.034 Epoch 7 Batch 579/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.934, Loss: 0.033 Epoch 7 Batch 580/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.934, Loss: 0.052 Epoch 7 Batch 581/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.925, Loss: 0.045 Epoch 7 Batch 582/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.925, Loss: 0.060 Epoch 7 Batch 583/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.925, Loss: 0.072 Epoch 7 Batch 584/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.925, Loss: 0.078 Epoch 7 Batch 585/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.925, Loss: 0.054 Epoch 7 Batch 586/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.925, Loss: 0.052 Epoch 7 Batch 587/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.934, Loss: 0.045 Epoch 7 Batch 588/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.942, Loss: 0.046 Epoch 7 Batch 589/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.942, Loss: 0.035 Epoch 7 Batch 590/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.946, Loss: 0.054 Epoch 7 Batch 591/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.052 Epoch 7 Batch 592/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.946, Loss: 0.061 Epoch 7 Batch 593/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.946, Loss: 0.039 Epoch 7 Batch 594/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.938, Loss: 0.053 Epoch 7 Batch 595/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.934, Loss: 0.055 Epoch 7 Batch 596/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.932, Loss: 0.062 Epoch 7 Batch 597/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.932, Loss: 0.042 Epoch 7 Batch 598/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.932, Loss: 0.066 Epoch 7 Batch 599/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.932, Loss: 0.068 Epoch 7 Batch 600/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.932, Loss: 0.028 Epoch 7 Batch 601/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.932, Loss: 0.035 Epoch 7 Batch 602/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.932, Loss: 0.040 Epoch 7 Batch 603/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.932, Loss: 0.030 Epoch 7 Batch 604/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.932, Loss: 0.031 Epoch 7 Batch 605/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.944, Loss: 0.047 Epoch 7 Batch 606/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.944, Loss: 0.048 Epoch 7 Batch 607/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.953, Loss: 0.047 Epoch 7 Batch 608/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.044 Epoch 7 Batch 609/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.966, Loss: 0.081 Epoch 7 Batch 610/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.945, Loss: 0.044 Epoch 7 Batch 611/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.054 Epoch 7 Batch 612/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.028 Epoch 7 Batch 613/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.943, Loss: 0.059 Epoch 7 Batch 614/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.943, Loss: 0.034 Epoch 7 Batch 615/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.938, Loss: 0.058 Epoch 7 Batch 616/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.046 Epoch 7 Batch 617/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.947, Loss: 0.045 Epoch 7 Batch 618/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.947, Loss: 0.052 Epoch 7 Batch 619/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.947, Loss: 0.031 Epoch 7 Batch 620/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.042 Epoch 7 Batch 621/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.951, Loss: 0.044 Epoch 7 Batch 622/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.029 Epoch 7 Batch 623/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.951, Loss: 0.040 Epoch 7 Batch 624/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.942, Loss: 0.045 Epoch 7 Batch 625/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.048 Epoch 7 Batch 626/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.063 Epoch 7 Batch 627/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.945, Loss: 0.033 Epoch 7 Batch 628/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.945, Loss: 0.024 Epoch 7 Batch 629/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.945, Loss: 0.066 Epoch 7 Batch 630/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.029 Epoch 7 Batch 631/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.945, Loss: 0.054 Epoch 7 Batch 632/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.945, Loss: 0.048 Epoch 7 Batch 633/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.945, Loss: 0.034 Epoch 7 Batch 634/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.044 Epoch 7 Batch 635/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.052 Epoch 7 Batch 636/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.049 Epoch 7 Batch 637/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.035 Epoch 7 Batch 638/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.027 Epoch 7 Batch 639/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.062 Epoch 7 Batch 640/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.953, Loss: 0.036 Epoch 7 Batch 641/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 642/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.064 Epoch 7 Batch 643/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.953, Loss: 0.039 Epoch 7 Batch 644/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.953, Loss: 0.032 Epoch 7 Batch 645/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.953, Loss: 0.028 Epoch 7 Batch 646/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.962, Loss: 0.041 Epoch 7 Batch 647/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.042 Epoch 7 Batch 648/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.039 Epoch 7 Batch 649/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.954, Loss: 0.023 Epoch 7 Batch 650/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.954, Loss: 0.038 Epoch 7 Batch 651/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.954, Loss: 0.051 Epoch 7 Batch 652/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.949, Loss: 0.042 Epoch 7 Batch 653/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.048 Epoch 7 Batch 654/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.046 Epoch 7 Batch 655/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.051 Epoch 7 Batch 656/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.058 Epoch 7 Batch 657/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.059 Epoch 7 Batch 658/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.952, Loss: 0.045 Epoch 7 Batch 659/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.952, Loss: 0.063 Epoch 7 Batch 660/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.042 Epoch 7 Batch 661/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.045 Epoch 7 Batch 662/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.940, Loss: 0.060 Epoch 7 Batch 663/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.945, Loss: 0.047 Epoch 7 Batch 664/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 665/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.945, Loss: 0.022 Epoch 7 Batch 666/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.027 Epoch 7 Batch 667/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.937, Loss: 0.033 Epoch 7 Batch 668/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.937, Loss: 0.047 Epoch 7 Batch 669/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.937, Loss: 0.054 Epoch 7 Batch 670/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.937, Loss: 0.029 Epoch 7 Batch 671/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.936, Loss: 0.055 Epoch 7 Batch 672/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.927, Loss: 0.035 Epoch 7 Batch 673/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.927, Loss: 0.107 Epoch 7 Batch 674/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.034 Epoch 7 Batch 675/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.935, Loss: 0.048 Epoch 7 Batch 676/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.053 Epoch 7 Batch 677/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.947, Loss: 0.050 Epoch 7 Batch 678/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.938, Loss: 0.071 Epoch 7 Batch 679/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.939, Loss: 0.041 Epoch 7 Batch 680/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.939, Loss: 0.026 Epoch 7 Batch 681/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.947, Loss: 0.051 Epoch 7 Batch 682/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.044 Epoch 7 Batch 683/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.032 Epoch 7 Batch 684/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.955, Loss: 0.084 Epoch 7 Batch 685/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.032 Epoch 7 Batch 686/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.955, Loss: 0.036 Epoch 7 Batch 687/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.042 Epoch 7 Batch 688/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.047 Epoch 7 Batch 689/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.029 Epoch 7 Batch 690/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.955, Loss: 0.056 Epoch 7 Batch 691/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.038 Epoch 7 Batch 692/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.955, Loss: 0.034 Epoch 7 Batch 693/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.037 Epoch 7 Batch 694/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.947, Loss: 0.029 Epoch 7 Batch 695/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.947, Loss: 0.035 Epoch 7 Batch 696/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.947, Loss: 0.026 Epoch 7 Batch 697/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.947, Loss: 0.029 Epoch 7 Batch 698/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.041 Epoch 7 Batch 699/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.947, Loss: 0.041 Epoch 7 Batch 700/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.038 Epoch 7 Batch 701/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.040 Epoch 7 Batch 702/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.047 Epoch 7 Batch 703/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.039 Epoch 7 Batch 704/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.040 Epoch 7 Batch 705/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.948, Loss: 0.034 Epoch 7 Batch 706/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.940, Loss: 0.022 Epoch 7 Batch 707/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.940, Loss: 0.033 Epoch 7 Batch 708/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.041 Epoch 7 Batch 709/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.052 Epoch 7 Batch 710/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.949, Loss: 0.042 Epoch 7 Batch 711/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.040 Epoch 7 Batch 712/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.050 Epoch 7 Batch 713/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.947, Loss: 0.039 Epoch 7 Batch 714/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.947, Loss: 0.052 Epoch 7 Batch 715/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.947, Loss: 0.036 Epoch 7 Batch 716/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.947, Loss: 0.044 Epoch 7 Batch 717/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.947, Loss: 0.052 Epoch 7 Batch 718/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.040 Epoch 7 Batch 719/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.051 Epoch 7 Batch 720/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.032 Epoch 7 Batch 721/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.032 Epoch 7 Batch 722/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.031 Epoch 7 Batch 723/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.039 Epoch 7 Batch 724/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.949, Loss: 0.034 Epoch 7 Batch 725/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.050 Epoch 7 Batch 726/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.949, Loss: 0.047 Epoch 7 Batch 727/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.949, Loss: 0.044 Epoch 7 Batch 728/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.037 Epoch 7 Batch 729/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.029 Epoch 7 Batch 730/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.076 Epoch 7 Batch 731/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.966, Loss: 0.030 Epoch 7 Batch 732/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.957, Loss: 0.025 Epoch 7 Batch 733/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.041 Epoch 7 Batch 734/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.966, Loss: 0.053 Epoch 7 Batch 735/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.023 Epoch 7 Batch 736/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.966, Loss: 0.030 Epoch 7 Batch 737/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.052 Epoch 7 Batch 738/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.036 Epoch 7 Batch 739/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.032 Epoch 7 Batch 740/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.049 Epoch 7 Batch 741/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.957, Loss: 0.056 Epoch 7 Batch 742/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.035 Epoch 7 Batch 743/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.026 Epoch 7 Batch 744/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.978, Loss: 0.026 Epoch 7 Batch 745/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.037 Epoch 7 Batch 746/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.978, Loss: 0.023 Epoch 7 Batch 747/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.978, Loss: 0.046 Epoch 7 Batch 748/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.978, Loss: 0.027 Epoch 7 Batch 749/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.969, Loss: 0.049 Epoch 7 Batch 750/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.055 Epoch 7 Batch 751/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.044 Epoch 7 Batch 752/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.037 Epoch 7 Batch 753/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.045 Epoch 7 Batch 754/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.039 Epoch 7 Batch 755/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.969, Loss: 0.045 Epoch 7 Batch 756/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.969, Loss: 0.055 Epoch 7 Batch 757/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.969, Loss: 0.054 Epoch 7 Batch 758/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.025 Epoch 7 Batch 759/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.053 Epoch 7 Batch 760/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.048 Epoch 7 Batch 761/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.039 Epoch 7 Batch 762/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.974, Loss: 0.034 Epoch 7 Batch 763/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.974, Loss: 0.065 Epoch 7 Batch 764/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.974, Loss: 0.052 Epoch 7 Batch 765/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.974, Loss: 0.070 Epoch 7 Batch 766/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.964, Loss: 0.055 Epoch 7 Batch 767/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.964, Loss: 0.058 Epoch 7 Batch 768/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.962, Loss: 0.034 Epoch 7 Batch 769/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.031 Epoch 7 Batch 770/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.028 Epoch 7 Batch 771/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.063 Epoch 7 Batch 772/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.034 Epoch 7 Batch 773/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.958, Loss: 0.042 Epoch 7 Batch 774/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.048 Epoch 7 Batch 775/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.043 Epoch 7 Batch 776/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.034 Epoch 7 Batch 777/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.955, Loss: 0.039 Epoch 7 Batch 778/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.048 Epoch 7 Batch 779/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.055 Epoch 7 Batch 780/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.028 Epoch 7 Batch 781/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.955, Loss: 0.043 Epoch 7 Batch 782/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.955, Loss: 0.059 Epoch 7 Batch 783/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.037 Epoch 7 Batch 784/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.051 Epoch 7 Batch 785/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.034 Epoch 7 Batch 786/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.965, Loss: 0.072 Epoch 7 Batch 787/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.965, Loss: 0.035 Epoch 7 Batch 788/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.965, Loss: 0.033 Epoch 7 Batch 789/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.039 Epoch 7 Batch 790/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.957, Loss: 0.023 Epoch 7 Batch 791/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.957, Loss: 0.034 Epoch 7 Batch 792/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.043 Epoch 7 Batch 793/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.068 Epoch 7 Batch 794/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.047 Epoch 7 Batch 795/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.058 Epoch 7 Batch 796/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.956, Loss: 0.047 Epoch 7 Batch 797/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.042 Epoch 7 Batch 798/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.038 Epoch 7 Batch 799/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.956, Loss: 0.037 Epoch 7 Batch 800/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.033 Epoch 7 Batch 801/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.044 Epoch 7 Batch 802/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.066 Epoch 7 Batch 803/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.032 Epoch 7 Batch 804/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.965, Loss: 0.023 Epoch 7 Batch 805/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.023 Epoch 7 Batch 806/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.041 Epoch 7 Batch 807/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.964, Loss: 0.069 Epoch 7 Batch 808/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.078 Epoch 7 Batch 809/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.053 Epoch 7 Batch 810/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.043 Epoch 7 Batch 811/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.955, Loss: 0.058 Epoch 7 Batch 812/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.041 Epoch 7 Batch 813/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.038 Epoch 7 Batch 814/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.054 Epoch 7 Batch 815/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.063 Epoch 7 Batch 816/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.036 Epoch 7 Batch 817/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.055 Epoch 7 Batch 818/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.030 Epoch 7 Batch 819/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.048 Epoch 7 Batch 820/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.059 Epoch 7 Batch 821/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.084 Epoch 7 Batch 822/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.956, Loss: 0.038 Epoch 7 Batch 823/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.956, Loss: 0.036 Epoch 7 Batch 824/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.048 Epoch 7 Batch 825/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.030 Epoch 7 Batch 826/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.031 Epoch 7 Batch 827/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.039 Epoch 7 Batch 828/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.041 Epoch 7 Batch 829/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.027 Epoch 7 Batch 830/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.969, Loss: 0.052 Epoch 7 Batch 831/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.057 Epoch 7 Batch 832/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.045 Epoch 7 Batch 833/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.069 Epoch 7 Batch 834/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.030 Epoch 7 Batch 835/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.969, Loss: 0.076 Epoch 7 Batch 836/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.970, Loss: 0.068 Epoch 7 Batch 837/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.030 Epoch 7 Batch 838/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.969, Loss: 0.035 Epoch 7 Batch 839/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.024 Epoch 7 Batch 840/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.969, Loss: 0.046 Epoch 7 Batch 841/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.033 Epoch 7 Batch 842/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.028 Epoch 7 Batch 843/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.969, Loss: 0.069 Epoch 7 Batch 844/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.053 Epoch 7 Batch 845/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.042 Epoch 7 Batch 846/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.023 Epoch 7 Batch 847/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.969, Loss: 0.047 Epoch 7 Batch 848/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.978, Loss: 0.064 Epoch 7 Batch 849/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.978, Loss: 0.057 Epoch 7 Batch 850/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.033 Epoch 7 Batch 851/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.028 Epoch 7 Batch 852/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.957, Loss: 0.032 Epoch 7 Batch 853/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.045 Epoch 7 Batch 854/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.044 Epoch 7 Batch 855/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.957, Loss: 0.047 Epoch 7 Batch 856/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.024 Epoch 7 Batch 857/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.038 Epoch 7 Batch 858/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.957, Loss: 0.038 Epoch 7 Batch 859/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.015 Epoch 7 Batch 860/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.040 Epoch 7 Batch 861/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.043 Epoch 7 Batch 862/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.033 Epoch 7 Batch 863/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.023 Epoch 7 Batch 864/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.945, Loss: 0.037 Epoch 7 Batch 865/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.049 Epoch 7 Batch 866/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.946, Loss: 0.049 Epoch 7 Batch 867/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.946, Loss: 0.077 Epoch 7 Batch 868/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.041 Epoch 7 Batch 869/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.045 Epoch 7 Batch 870/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.946, Loss: 0.029 Epoch 7 Batch 871/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.937, Loss: 0.043 Epoch 7 Batch 872/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.937, Loss: 0.054 Epoch 7 Batch 873/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.037 Epoch 7 Batch 874/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.043 Epoch 7 Batch 875/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.940, Loss: 0.050 Epoch 7 Batch 876/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.940, Loss: 0.027 Epoch 7 Batch 877/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.042 Epoch 7 Batch 878/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.053 Epoch 7 Batch 879/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.032 Epoch 7 Batch 880/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.068 Epoch 7 Batch 881/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.940, Loss: 0.030 Epoch 7 Batch 882/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.940, Loss: 0.058 Epoch 7 Batch 883/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.036 Epoch 7 Batch 884/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.043 Epoch 7 Batch 885/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.940, Loss: 0.063 Epoch 7 Batch 886/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.949, Loss: 0.043 Epoch 7 Batch 887/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.026 Epoch 7 Batch 888/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.056 Epoch 7 Batch 889/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.034 Epoch 7 Batch 890/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.947, Loss: 0.034 Epoch 7 Batch 891/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.947, Loss: 0.051 Epoch 7 Batch 892/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.025 Epoch 7 Batch 893/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.031 Epoch 7 Batch 894/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.035 Epoch 7 Batch 895/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.039 Epoch 7 Batch 896/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.050 Epoch 7 Batch 897/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.058 Epoch 7 Batch 898/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.041 Epoch 7 Batch 899/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.042 Epoch 7 Batch 900/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.037 Epoch 7 Batch 901/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.038 Epoch 7 Batch 902/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.052 Epoch 7 Batch 903/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.046 Epoch 7 Batch 904/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.039 Epoch 7 Batch 905/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.049 Epoch 7 Batch 906/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.956, Loss: 0.046 Epoch 7 Batch 907/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.956, Loss: 0.046 Epoch 7 Batch 908/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.956, Loss: 0.054 Epoch 7 Batch 909/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.061 Epoch 7 Batch 910/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.041 Epoch 7 Batch 911/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.053 Epoch 7 Batch 912/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.055 Epoch 7 Batch 913/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.956, Loss: 0.038 Epoch 7 Batch 914/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.041 Epoch 7 Batch 915/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.947, Loss: 0.023 Epoch 7 Batch 916/2154 - Train Accuracy: 0.896, Validation Accuracy: 0.947, Loss: 0.039 Epoch 7 Batch 917/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.050 Epoch 7 Batch 918/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.947, Loss: 0.062 Epoch 7 Batch 919/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.058 Epoch 7 Batch 920/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.025 Epoch 7 Batch 921/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.024 Epoch 7 Batch 922/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.959, Loss: 0.070 Epoch 7 Batch 923/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.950, Loss: 0.037 Epoch 7 Batch 924/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.038 Epoch 7 Batch 925/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.959, Loss: 0.038 Epoch 7 Batch 926/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.052 Epoch 7 Batch 927/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.045 Epoch 7 Batch 928/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.958, Loss: 0.048 Epoch 7 Batch 929/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.034 Epoch 7 Batch 930/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.958, Loss: 0.040 Epoch 7 Batch 931/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.028 Epoch 7 Batch 932/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.950, Loss: 0.045 Epoch 7 Batch 933/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.037 Epoch 7 Batch 934/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.031 Epoch 7 Batch 935/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.058 Epoch 7 Batch 936/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.044 Epoch 7 Batch 937/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.028 Epoch 7 Batch 938/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.063 Epoch 7 Batch 939/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.032 Epoch 7 Batch 940/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.042 Epoch 7 Batch 941/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.054 Epoch 7 Batch 942/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.948, Loss: 0.041 Epoch 7 Batch 943/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.042 Epoch 7 Batch 944/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.948, Loss: 0.036 Epoch 7 Batch 945/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.038 Epoch 7 Batch 946/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.950, Loss: 0.043 Epoch 7 Batch 947/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.047 Epoch 7 Batch 948/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.044 Epoch 7 Batch 949/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.033 Epoch 7 Batch 950/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.056 Epoch 7 Batch 951/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.946, Loss: 0.031 Epoch 7 Batch 952/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.938, Loss: 0.051 Epoch 7 Batch 953/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.050 Epoch 7 Batch 954/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.938, Loss: 0.032 Epoch 7 Batch 955/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.938, Loss: 0.061 Epoch 7 Batch 956/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.053 Epoch 7 Batch 957/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.054 Epoch 7 Batch 958/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.947, Loss: 0.030 Epoch 7 Batch 959/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.048 Epoch 7 Batch 960/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.064 Epoch 7 Batch 961/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.947, Loss: 0.027 Epoch 7 Batch 962/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.946, Loss: 0.046 Epoch 7 Batch 963/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.946, Loss: 0.035 Epoch 7 Batch 964/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.946, Loss: 0.049 Epoch 7 Batch 965/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.946, Loss: 0.064 Epoch 7 Batch 966/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.946, Loss: 0.042 Epoch 7 Batch 967/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.946, Loss: 0.023 Epoch 7 Batch 968/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.042 Epoch 7 Batch 969/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.036 Epoch 7 Batch 970/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.935, Loss: 0.031 Epoch 7 Batch 971/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.935, Loss: 0.034 Epoch 7 Batch 972/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.935, Loss: 0.047 Epoch 7 Batch 973/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.935, Loss: 0.032 Epoch 7 Batch 974/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.935, Loss: 0.048 Epoch 7 Batch 975/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.935, Loss: 0.041 Epoch 7 Batch 976/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.935, Loss: 0.041 Epoch 7 Batch 977/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.943, Loss: 0.032 Epoch 7 Batch 978/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.943, Loss: 0.040 Epoch 7 Batch 979/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.041 Epoch 7 Batch 980/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.946, Loss: 0.039 Epoch 7 Batch 981/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.946, Loss: 0.036 Epoch 7 Batch 982/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.946, Loss: 0.043 Epoch 7 Batch 983/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.059 Epoch 7 Batch 984/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.053 Epoch 7 Batch 985/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.948, Loss: 0.065 Epoch 7 Batch 986/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.042 Epoch 7 Batch 987/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.030 Epoch 7 Batch 988/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.948, Loss: 0.034 Epoch 7 Batch 989/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.024 Epoch 7 Batch 990/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.948, Loss: 0.026 Epoch 7 Batch 991/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.025 Epoch 7 Batch 992/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.948, Loss: 0.055 Epoch 7 Batch 993/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.948, Loss: 0.045 Epoch 7 Batch 994/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.948, Loss: 0.053 Epoch 7 Batch 995/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.034 Epoch 7 Batch 996/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.061 Epoch 7 Batch 997/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.960, Loss: 0.036 Epoch 7 Batch 998/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.960, Loss: 0.054 Epoch 7 Batch 999/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.949, Loss: 0.028 Epoch 7 Batch 1000/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.940, Loss: 0.035 Epoch 7 Batch 1001/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.033 Epoch 7 Batch 1002/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.940, Loss: 0.024 Epoch 7 Batch 1003/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.028 Epoch 7 Batch 1004/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.035 Epoch 7 Batch 1005/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.035 Epoch 7 Batch 1006/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.057 Epoch 7 Batch 1007/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.030 Epoch 7 Batch 1008/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.940, Loss: 0.036 Epoch 7 Batch 1009/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.949, Loss: 0.021 Epoch 7 Batch 1010/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.949, Loss: 0.029 Epoch 7 Batch 1011/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.949, Loss: 0.032 Epoch 7 Batch 1012/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.031 Epoch 7 Batch 1013/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.949, Loss: 0.048 Epoch 7 Batch 1014/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.057 Epoch 7 Batch 1015/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.940, Loss: 0.046 Epoch 7 Batch 1016/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.040 Epoch 7 Batch 1017/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.030 Epoch 7 Batch 1018/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.949, Loss: 0.041 Epoch 7 Batch 1019/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.949, Loss: 0.038 Epoch 7 Batch 1020/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.053 Epoch 7 Batch 1021/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.065 Epoch 7 Batch 1022/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.029 Epoch 7 Batch 1023/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.948, Loss: 0.031 Epoch 7 Batch 1024/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.948, Loss: 0.048 Epoch 7 Batch 1025/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.948, Loss: 0.030 Epoch 7 Batch 1026/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.948, Loss: 0.034 Epoch 7 Batch 1027/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.034 Epoch 7 Batch 1028/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.048 Epoch 7 Batch 1029/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.038 Epoch 7 Batch 1030/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.928, Loss: 0.036 Epoch 7 Batch 1031/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.928, Loss: 0.049 Epoch 7 Batch 1032/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.928, Loss: 0.021 Epoch 7 Batch 1033/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.928, Loss: 0.043 Epoch 7 Batch 1034/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.937, Loss: 0.047 Epoch 7 Batch 1035/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.040 Epoch 7 Batch 1036/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.073 Epoch 7 Batch 1037/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.054 Epoch 7 Batch 1038/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.937, Loss: 0.036 Epoch 7 Batch 1039/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.937, Loss: 0.037 Epoch 7 Batch 1040/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.937, Loss: 0.031 Epoch 7 Batch 1041/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.937, Loss: 0.036 Epoch 7 Batch 1042/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.031 Epoch 7 Batch 1043/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.945, Loss: 0.042 Epoch 7 Batch 1044/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.945, Loss: 0.043 Epoch 7 Batch 1045/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.945, Loss: 0.049 Epoch 7 Batch 1046/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.945, Loss: 0.042 Epoch 7 Batch 1047/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.945, Loss: 0.049 Epoch 7 Batch 1048/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.038 Epoch 7 Batch 1049/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.945, Loss: 0.028 Epoch 7 Batch 1050/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.948, Loss: 0.065 Epoch 7 Batch 1051/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.037 Epoch 7 Batch 1052/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.063 Epoch 7 Batch 1053/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.034 Epoch 7 Batch 1054/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.032 Epoch 7 Batch 1055/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.047 Epoch 7 Batch 1056/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.051 Epoch 7 Batch 1057/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.957, Loss: 0.048 Epoch 7 Batch 1058/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.948, Loss: 0.043 Epoch 7 Batch 1059/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.948, Loss: 0.035 Epoch 7 Batch 1060/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.048 Epoch 7 Batch 1061/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.045 Epoch 7 Batch 1062/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.032 Epoch 7 Batch 1063/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.049 Epoch 7 Batch 1064/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.045 Epoch 7 Batch 1065/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.947, Loss: 0.060 Epoch 7 Batch 1066/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.940, Loss: 0.071 Epoch 7 Batch 1067/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.051 Epoch 7 Batch 1068/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.939, Loss: 0.043 Epoch 7 Batch 1069/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.947, Loss: 0.042 Epoch 7 Batch 1070/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.063 Epoch 7 Batch 1071/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.937, Loss: 0.051 Epoch 7 Batch 1072/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.944, Loss: 0.043 Epoch 7 Batch 1073/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.944, Loss: 0.050 Epoch 7 Batch 1074/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.944, Loss: 0.034 Epoch 7 Batch 1075/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.944, Loss: 0.038 Epoch 7 Batch 1076/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.944, Loss: 0.044 Epoch 7 Batch 1077/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.944, Loss: 0.026 Epoch 7 Batch 1078/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.944, Loss: 0.029 Epoch 7 Batch 1079/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.080 Epoch 7 Batch 1080/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.956, Loss: 0.073 Epoch 7 Batch 1081/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.956, Loss: 0.038 Epoch 7 Batch 1082/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.964, Loss: 0.040 Epoch 7 Batch 1083/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.035 Epoch 7 Batch 1084/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.035 Epoch 7 Batch 1085/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.959, Loss: 0.034 Epoch 7 Batch 1086/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.959, Loss: 0.047 Epoch 7 Batch 1087/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.049 Epoch 7 Batch 1088/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.959, Loss: 0.024 Epoch 7 Batch 1089/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.027 Epoch 7 Batch 1090/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.044 Epoch 7 Batch 1091/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.041 Epoch 7 Batch 1092/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.956, Loss: 0.039 Epoch 7 Batch 1093/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.944, Loss: 0.080 Epoch 7 Batch 1094/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.939, Loss: 0.040 Epoch 7 Batch 1095/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.939, Loss: 0.035 Epoch 7 Batch 1096/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.052 Epoch 7 Batch 1097/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.077 Epoch 7 Batch 1098/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.943, Loss: 0.040 Epoch 7 Batch 1099/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.952, Loss: 0.059 Epoch 7 Batch 1100/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.952, Loss: 0.061 Epoch 7 Batch 1101/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.943, Loss: 0.049 Epoch 7 Batch 1102/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.935, Loss: 0.033 Epoch 7 Batch 1103/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.935, Loss: 0.038 Epoch 7 Batch 1104/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.052 Epoch 7 Batch 1105/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.944, Loss: 0.037 Epoch 7 Batch 1106/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.944, Loss: 0.057 Epoch 7 Batch 1107/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.944, Loss: 0.033 Epoch 7 Batch 1108/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.068 Epoch 7 Batch 1109/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.033 Epoch 7 Batch 1110/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.929, Loss: 0.048 Epoch 7 Batch 1111/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.047 Epoch 7 Batch 1112/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.023 Epoch 7 Batch 1113/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.940, Loss: 0.036 Epoch 7 Batch 1114/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.046 Epoch 7 Batch 1115/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.944, Loss: 0.038 Epoch 7 Batch 1116/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.037 Epoch 7 Batch 1117/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.952, Loss: 0.028 Epoch 7 Batch 1118/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.950, Loss: 0.040 Epoch 7 Batch 1119/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.042 Epoch 7 Batch 1120/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.946, Loss: 0.030 Epoch 7 Batch 1121/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.055 Epoch 7 Batch 1122/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.946, Loss: 0.029 Epoch 7 Batch 1123/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.042 Epoch 7 Batch 1124/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.024 Epoch 7 Batch 1125/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.038 Epoch 7 Batch 1126/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.042 Epoch 7 Batch 1127/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.934, Loss: 0.058 Epoch 7 Batch 1128/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.934, Loss: 0.049 Epoch 7 Batch 1129/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.934, Loss: 0.062 Epoch 7 Batch 1130/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.936, Loss: 0.055 Epoch 7 Batch 1131/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.936, Loss: 0.040 Epoch 7 Batch 1132/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.936, Loss: 0.047 Epoch 7 Batch 1133/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.936, Loss: 0.048 Epoch 7 Batch 1134/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.936, Loss: 0.043 Epoch 7 Batch 1135/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.037 Epoch 7 Batch 1136/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.945, Loss: 0.055 Epoch 7 Batch 1137/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.945, Loss: 0.041 Epoch 7 Batch 1138/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.953, Loss: 0.055 Epoch 7 Batch 1139/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.945, Loss: 0.057 Epoch 7 Batch 1140/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 1141/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 1142/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.060 Epoch 7 Batch 1143/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.035 Epoch 7 Batch 1144/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.042 Epoch 7 Batch 1145/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.954, Loss: 0.035 Epoch 7 Batch 1146/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.032 Epoch 7 Batch 1147/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.073 Epoch 7 Batch 1148/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.063 Epoch 7 Batch 1149/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.953, Loss: 0.049 Epoch 7 Batch 1150/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.953, Loss: 0.044 Epoch 7 Batch 1151/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.037 Epoch 7 Batch 1152/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.030 Epoch 7 Batch 1153/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.037 Epoch 7 Batch 1154/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.053 Epoch 7 Batch 1155/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.041 Epoch 7 Batch 1156/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.945, Loss: 0.053 Epoch 7 Batch 1157/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.945, Loss: 0.039 Epoch 7 Batch 1158/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.041 Epoch 7 Batch 1159/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.945, Loss: 0.043 Epoch 7 Batch 1160/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.032 Epoch 7 Batch 1161/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.028 Epoch 7 Batch 1162/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 1163/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.945, Loss: 0.031 Epoch 7 Batch 1164/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.953, Loss: 0.041 Epoch 7 Batch 1165/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.047 Epoch 7 Batch 1166/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.945, Loss: 0.026 Epoch 7 Batch 1167/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.053 Epoch 7 Batch 1168/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.941, Loss: 0.046 Epoch 7 Batch 1169/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.941, Loss: 0.055 Epoch 7 Batch 1170/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.950, Loss: 0.036 Epoch 7 Batch 1171/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.029 Epoch 7 Batch 1172/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.033 Epoch 7 Batch 1173/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.966, Loss: 0.034 Epoch 7 Batch 1174/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.032 Epoch 7 Batch 1175/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.966, Loss: 0.049 Epoch 7 Batch 1176/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.966, Loss: 0.050 Epoch 7 Batch 1177/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.966, Loss: 0.038 Epoch 7 Batch 1178/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.045 Epoch 7 Batch 1179/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.031 Epoch 7 Batch 1180/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.036 Epoch 7 Batch 1181/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.958, Loss: 0.055 Epoch 7 Batch 1182/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.958, Loss: 0.042 Epoch 7 Batch 1183/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.958, Loss: 0.041 Epoch 7 Batch 1184/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.938, Loss: 0.044 Epoch 7 Batch 1185/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.938, Loss: 0.055 Epoch 7 Batch 1186/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.937, Loss: 0.035 Epoch 7 Batch 1187/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.061 Epoch 7 Batch 1188/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.937, Loss: 0.067 Epoch 7 Batch 1189/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.040 Epoch 7 Batch 1190/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.049 Epoch 7 Batch 1191/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.028 Epoch 7 Batch 1192/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.045 Epoch 7 Batch 1193/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.950, Loss: 0.044 Epoch 7 Batch 1194/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.041 Epoch 7 Batch 1195/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.950, Loss: 0.028 Epoch 7 Batch 1196/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.032 Epoch 7 Batch 1197/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.942, Loss: 0.057 Epoch 7 Batch 1198/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.025 Epoch 7 Batch 1199/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.954, Loss: 0.047 Epoch 7 Batch 1200/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.954, Loss: 0.090 Epoch 7 Batch 1201/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.030 Epoch 7 Batch 1202/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.064 Epoch 7 Batch 1203/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.940, Loss: 0.041 Epoch 7 Batch 1204/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.074 Epoch 7 Batch 1205/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.941, Loss: 0.038 Epoch 7 Batch 1206/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.941, Loss: 0.044 Epoch 7 Batch 1207/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.941, Loss: 0.049 Epoch 7 Batch 1208/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.039 Epoch 7 Batch 1209/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.072 Epoch 7 Batch 1210/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.038 Epoch 7 Batch 1211/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.933, Loss: 0.024 Epoch 7 Batch 1212/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.942, Loss: 0.090 Epoch 7 Batch 1213/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.942, Loss: 0.025 Epoch 7 Batch 1214/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.025 Epoch 7 Batch 1215/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.947, Loss: 0.044 Epoch 7 Batch 1216/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.043 Epoch 7 Batch 1217/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.028 Epoch 7 Batch 1218/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.947, Loss: 0.055 Epoch 7 Batch 1219/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.062 Epoch 7 Batch 1220/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.033 Epoch 7 Batch 1221/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.947, Loss: 0.061 Epoch 7 Batch 1222/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.947, Loss: 0.046 Epoch 7 Batch 1223/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.042 Epoch 7 Batch 1224/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.938, Loss: 0.042 Epoch 7 Batch 1225/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.938, Loss: 0.033 Epoch 7 Batch 1226/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.938, Loss: 0.034 Epoch 7 Batch 1227/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.938, Loss: 0.074 Epoch 7 Batch 1228/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.938, Loss: 0.030 Epoch 7 Batch 1229/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.033 Epoch 7 Batch 1230/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.937, Loss: 0.027 Epoch 7 Batch 1231/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.937, Loss: 0.028 Epoch 7 Batch 1232/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.946, Loss: 0.059 Epoch 7 Batch 1233/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.064 Epoch 7 Batch 1234/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.946, Loss: 0.030 Epoch 7 Batch 1235/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.034 Epoch 7 Batch 1236/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.946, Loss: 0.043 Epoch 7 Batch 1237/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.946, Loss: 0.040 Epoch 7 Batch 1238/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.946, Loss: 0.035 Epoch 7 Batch 1239/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.024 Epoch 7 Batch 1240/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.946, Loss: 0.038 Epoch 7 Batch 1241/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.946, Loss: 0.021 Epoch 7 Batch 1242/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.946, Loss: 0.033 Epoch 7 Batch 1243/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.946, Loss: 0.032 Epoch 7 Batch 1244/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.937, Loss: 0.044 Epoch 7 Batch 1245/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.937, Loss: 0.072 Epoch 7 Batch 1246/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.937, Loss: 0.038 Epoch 7 Batch 1247/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.937, Loss: 0.042 Epoch 7 Batch 1248/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.942, Loss: 0.041 Epoch 7 Batch 1249/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.942, Loss: 0.052 Epoch 7 Batch 1250/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.031 Epoch 7 Batch 1251/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.933, Loss: 0.028 Epoch 7 Batch 1252/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.043 Epoch 7 Batch 1253/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.942, Loss: 0.029 Epoch 7 Batch 1254/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.942, Loss: 0.047 Epoch 7 Batch 1255/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.942, Loss: 0.049 Epoch 7 Batch 1256/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.942, Loss: 0.018 Epoch 7 Batch 1257/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.043 Epoch 7 Batch 1258/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.045 Epoch 7 Batch 1259/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.037 Epoch 7 Batch 1260/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.945, Loss: 0.067 Epoch 7 Batch 1261/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.046 Epoch 7 Batch 1262/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.033 Epoch 7 Batch 1263/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.048 Epoch 7 Batch 1264/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.954, Loss: 0.046 Epoch 7 Batch 1265/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.040 Epoch 7 Batch 1266/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.034 Epoch 7 Batch 1267/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.954, Loss: 0.030 Epoch 7 Batch 1268/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.954, Loss: 0.053 Epoch 7 Batch 1269/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.955, Loss: 0.029 Epoch 7 Batch 1270/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.030 Epoch 7 Batch 1271/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.044 Epoch 7 Batch 1272/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.950, Loss: 0.047 Epoch 7 Batch 1273/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.950, Loss: 0.039 Epoch 7 Batch 1274/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.035 Epoch 7 Batch 1275/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.046 Epoch 7 Batch 1276/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.028 Epoch 7 Batch 1277/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.038 Epoch 7 Batch 1278/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.047 Epoch 7 Batch 1279/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.048 Epoch 7 Batch 1280/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.953, Loss: 0.051 Epoch 7 Batch 1281/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.953, Loss: 0.039 Epoch 7 Batch 1282/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.953, Loss: 0.044 Epoch 7 Batch 1283/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.020 Epoch 7 Batch 1284/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.951, Loss: 0.061 Epoch 7 Batch 1285/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.938, Loss: 0.036 Epoch 7 Batch 1286/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.938, Loss: 0.028 Epoch 7 Batch 1287/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.037 Epoch 7 Batch 1288/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.941, Loss: 0.032 Epoch 7 Batch 1289/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.941, Loss: 0.048 Epoch 7 Batch 1290/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.933, Loss: 0.026 Epoch 7 Batch 1291/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.933, Loss: 0.055 Epoch 7 Batch 1292/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.049 Epoch 7 Batch 1293/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.941, Loss: 0.033 Epoch 7 Batch 1294/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.050 Epoch 7 Batch 1295/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.032 Epoch 7 Batch 1296/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.960, Loss: 0.062 Epoch 7 Batch 1297/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.960, Loss: 0.035 Epoch 7 Batch 1298/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.960, Loss: 0.026 Epoch 7 Batch 1299/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.029 Epoch 7 Batch 1300/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.040 Epoch 7 Batch 1301/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.025 Epoch 7 Batch 1302/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.038 Epoch 7 Batch 1303/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.049 Epoch 7 Batch 1304/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.960, Loss: 0.031 Epoch 7 Batch 1305/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.038 Epoch 7 Batch 1306/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.960, Loss: 0.051 Epoch 7 Batch 1307/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.964, Loss: 0.049 Epoch 7 Batch 1308/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.039 Epoch 7 Batch 1309/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.955, Loss: 0.021 Epoch 7 Batch 1310/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.037 Epoch 7 Batch 1311/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.044 Epoch 7 Batch 1312/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.955, Loss: 0.063 Epoch 7 Batch 1313/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.043 Epoch 7 Batch 1314/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.042 Epoch 7 Batch 1315/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.057 Epoch 7 Batch 1316/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.020 Epoch 7 Batch 1317/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.034 Epoch 7 Batch 1318/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.955, Loss: 0.027 Epoch 7 Batch 1319/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.955, Loss: 0.080 Epoch 7 Batch 1320/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.955, Loss: 0.021 Epoch 7 Batch 1321/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.955, Loss: 0.039 Epoch 7 Batch 1322/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.031 Epoch 7 Batch 1323/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.941, Loss: 0.031 Epoch 7 Batch 1324/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.034 Epoch 7 Batch 1325/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.020 Epoch 7 Batch 1326/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.053 Epoch 7 Batch 1327/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.943, Loss: 0.029 Epoch 7 Batch 1328/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.935, Loss: 0.042 Epoch 7 Batch 1329/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.943, Loss: 0.039 Epoch 7 Batch 1330/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.943, Loss: 0.046 Epoch 7 Batch 1331/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.931, Loss: 0.036 Epoch 7 Batch 1332/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.928, Loss: 0.042 Epoch 7 Batch 1333/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.919, Loss: 0.029 Epoch 7 Batch 1334/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.919, Loss: 0.054 Epoch 7 Batch 1335/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.919, Loss: 0.053 Epoch 7 Batch 1336/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.919, Loss: 0.037 Epoch 7 Batch 1337/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.919, Loss: 0.044 Epoch 7 Batch 1338/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.908, Loss: 0.041 Epoch 7 Batch 1339/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.911, Loss: 0.026 Epoch 7 Batch 1340/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.911, Loss: 0.047 Epoch 7 Batch 1341/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.911, Loss: 0.047 Epoch 7 Batch 1342/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.911, Loss: 0.069 Epoch 7 Batch 1343/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.911, Loss: 0.048 Epoch 7 Batch 1344/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.911, Loss: 0.029 Epoch 7 Batch 1345/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.920, Loss: 0.060 Epoch 7 Batch 1346/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.920, Loss: 0.027 Epoch 7 Batch 1347/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.920, Loss: 0.049 Epoch 7 Batch 1348/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.938, Loss: 0.032 Epoch 7 Batch 1349/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.933, Loss: 0.036 Epoch 7 Batch 1350/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.933, Loss: 0.044 Epoch 7 Batch 1351/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.929, Loss: 0.060 Epoch 7 Batch 1352/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.930, Loss: 0.057 Epoch 7 Batch 1353/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.930, Loss: 0.047 Epoch 7 Batch 1354/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.930, Loss: 0.037 Epoch 7 Batch 1355/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.930, Loss: 0.049 Epoch 7 Batch 1356/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.935, Loss: 0.054 Epoch 7 Batch 1357/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.935, Loss: 0.032 Epoch 7 Batch 1358/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.935, Loss: 0.029 Epoch 7 Batch 1359/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.938, Loss: 0.042 Epoch 7 Batch 1360/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.938, Loss: 0.034 Epoch 7 Batch 1361/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.046 Epoch 7 Batch 1362/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.938, Loss: 0.035 Epoch 7 Batch 1363/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.938, Loss: 0.040 Epoch 7 Batch 1364/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.950, Loss: 0.038 Epoch 7 Batch 1365/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.036 Epoch 7 Batch 1366/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.958, Loss: 0.029 Epoch 7 Batch 1367/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.969, Loss: 0.041 Epoch 7 Batch 1368/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.969, Loss: 0.028 Epoch 7 Batch 1369/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.034 Epoch 7 Batch 1370/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.031 Epoch 7 Batch 1371/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.961, Loss: 0.056 Epoch 7 Batch 1372/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.961, Loss: 0.032 Epoch 7 Batch 1373/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.031 Epoch 7 Batch 1374/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.049 Epoch 7 Batch 1375/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.065 Epoch 7 Batch 1376/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.034 Epoch 7 Batch 1377/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.045 Epoch 7 Batch 1378/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.037 Epoch 7 Batch 1379/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.023 Epoch 7 Batch 1380/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.037 Epoch 7 Batch 1381/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.977, Loss: 0.040 Epoch 7 Batch 1382/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.977, Loss: 0.049 Epoch 7 Batch 1383/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.977, Loss: 0.055 Epoch 7 Batch 1384/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.977, Loss: 0.045 Epoch 7 Batch 1385/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.965, Loss: 0.039 Epoch 7 Batch 1386/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.032 Epoch 7 Batch 1387/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.962, Loss: 0.050 Epoch 7 Batch 1388/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.965, Loss: 0.086 Epoch 7 Batch 1389/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.965, Loss: 0.038 Epoch 7 Batch 1390/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.037 Epoch 7 Batch 1391/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.957, Loss: 0.042 Epoch 7 Batch 1392/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.032 Epoch 7 Batch 1393/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.027 Epoch 7 Batch 1394/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.059 Epoch 7 Batch 1395/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.965, Loss: 0.054 Epoch 7 Batch 1396/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.965, Loss: 0.026 Epoch 7 Batch 1397/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.966, Loss: 0.037 Epoch 7 Batch 1398/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.021 Epoch 7 Batch 1399/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.037 Epoch 7 Batch 1400/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.031 Epoch 7 Batch 1401/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.030 Epoch 7 Batch 1402/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.046 Epoch 7 Batch 1403/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.952, Loss: 0.034 Epoch 7 Batch 1404/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.059 Epoch 7 Batch 1405/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.950, Loss: 0.058 Epoch 7 Batch 1406/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.038 Epoch 7 Batch 1407/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.950, Loss: 0.027 Epoch 7 Batch 1408/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.067 Epoch 7 Batch 1409/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.958, Loss: 0.057 Epoch 7 Batch 1410/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.052 Epoch 7 Batch 1411/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.056 Epoch 7 Batch 1412/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.959, Loss: 0.029 Epoch 7 Batch 1413/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.052 Epoch 7 Batch 1414/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.964, Loss: 0.101 Epoch 7 Batch 1415/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.032 Epoch 7 Batch 1416/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.964, Loss: 0.071 Epoch 7 Batch 1417/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.964, Loss: 0.048 Epoch 7 Batch 1418/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.054 Epoch 7 Batch 1419/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.055 Epoch 7 Batch 1420/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.958, Loss: 0.047 Epoch 7 Batch 1421/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.031 Epoch 7 Batch 1422/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.025 Epoch 7 Batch 1423/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.966, Loss: 0.030 Epoch 7 Batch 1424/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.966, Loss: 0.055 Epoch 7 Batch 1425/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.031 Epoch 7 Batch 1426/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.039 Epoch 7 Batch 1427/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.028 Epoch 7 Batch 1428/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.033 Epoch 7 Batch 1429/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.037 Epoch 7 Batch 1430/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.046 Epoch 7 Batch 1431/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.052 Epoch 7 Batch 1432/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.948, Loss: 0.041 Epoch 7 Batch 1433/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.948, Loss: 0.039 Epoch 7 Batch 1434/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.029 Epoch 7 Batch 1435/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.948, Loss: 0.027 Epoch 7 Batch 1436/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.035 Epoch 7 Batch 1437/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.044 Epoch 7 Batch 1438/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.948, Loss: 0.039 Epoch 7 Batch 1439/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.948, Loss: 0.033 Epoch 7 Batch 1440/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.948, Loss: 0.052 Epoch 7 Batch 1441/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.055 Epoch 7 Batch 1442/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.053 Epoch 7 Batch 1443/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.948, Loss: 0.050 Epoch 7 Batch 1444/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.948, Loss: 0.051 Epoch 7 Batch 1445/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.043 Epoch 7 Batch 1446/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.948, Loss: 0.027 Epoch 7 Batch 1447/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.039 Epoch 7 Batch 1448/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.960, Loss: 0.049 Epoch 7 Batch 1449/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.049 Epoch 7 Batch 1450/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.036 Epoch 7 Batch 1451/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.036 Epoch 7 Batch 1452/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.023 Epoch 7 Batch 1453/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.036 Epoch 7 Batch 1454/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.046 Epoch 7 Batch 1455/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.041 Epoch 7 Batch 1456/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.960, Loss: 0.017 Epoch 7 Batch 1457/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.960, Loss: 0.045 Epoch 7 Batch 1458/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.058 Epoch 7 Batch 1459/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.041 Epoch 7 Batch 1460/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.969, Loss: 0.061 Epoch 7 Batch 1461/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.969, Loss: 0.055 Epoch 7 Batch 1462/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.036 Epoch 7 Batch 1463/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.952, Loss: 0.039 Epoch 7 Batch 1464/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.043 Epoch 7 Batch 1465/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.039 Epoch 7 Batch 1466/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.948, Loss: 0.039 Epoch 7 Batch 1467/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.948, Loss: 0.056 Epoch 7 Batch 1468/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.948, Loss: 0.030 Epoch 7 Batch 1469/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.043 Epoch 7 Batch 1470/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.027 Epoch 7 Batch 1471/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.024 Epoch 7 Batch 1472/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.031 Epoch 7 Batch 1473/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.018 Epoch 7 Batch 1474/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.965, Loss: 0.036 Epoch 7 Batch 1475/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.060 Epoch 7 Batch 1476/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.965, Loss: 0.023 Epoch 7 Batch 1477/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.027 Epoch 7 Batch 1478/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.036 Epoch 7 Batch 1479/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.035 Epoch 7 Batch 1480/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.974, Loss: 0.036 Epoch 7 Batch 1481/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.975, Loss: 0.029 Epoch 7 Batch 1482/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.975, Loss: 0.035 Epoch 7 Batch 1483/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.975, Loss: 0.089 Epoch 7 Batch 1484/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.975, Loss: 0.030 Epoch 7 Batch 1485/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.967, Loss: 0.036 Epoch 7 Batch 1486/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.031 Epoch 7 Batch 1487/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.047 Epoch 7 Batch 1488/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.967, Loss: 0.035 Epoch 7 Batch 1489/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.034 Epoch 7 Batch 1490/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.042 Epoch 7 Batch 1491/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.055 Epoch 7 Batch 1492/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.954, Loss: 0.029 Epoch 7 Batch 1493/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.027 Epoch 7 Batch 1494/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.053 Epoch 7 Batch 1495/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.024 Epoch 7 Batch 1496/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.031 Epoch 7 Batch 1497/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.036 Epoch 7 Batch 1498/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.957, Loss: 0.030 Epoch 7 Batch 1499/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.037 Epoch 7 Batch 1500/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.948, Loss: 0.036 Epoch 7 Batch 1501/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.044 Epoch 7 Batch 1502/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.032 Epoch 7 Batch 1503/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.935, Loss: 0.053 Epoch 7 Batch 1504/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.935, Loss: 0.032 Epoch 7 Batch 1505/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.935, Loss: 0.041 Epoch 7 Batch 1506/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.935, Loss: 0.042 Epoch 7 Batch 1507/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.935, Loss: 0.047 Epoch 7 Batch 1508/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.935, Loss: 0.030 Epoch 7 Batch 1509/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.935, Loss: 0.039 Epoch 7 Batch 1510/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.044 Epoch 7 Batch 1511/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.935, Loss: 0.034 Epoch 7 Batch 1512/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.935, Loss: 0.054 Epoch 7 Batch 1513/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.942, Loss: 0.054 Epoch 7 Batch 1514/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.942, Loss: 0.031 Epoch 7 Batch 1515/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.942, Loss: 0.036 Epoch 7 Batch 1516/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.037 Epoch 7 Batch 1517/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.043 Epoch 7 Batch 1518/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.939, Loss: 0.026 Epoch 7 Batch 1519/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.930, Loss: 0.042 Epoch 7 Batch 1520/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.939, Loss: 0.029 Epoch 7 Batch 1521/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.073 Epoch 7 Batch 1522/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.931, Loss: 0.016 Epoch 7 Batch 1523/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.935, Loss: 0.040 Epoch 7 Batch 1524/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.029 Epoch 7 Batch 1525/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.036 Epoch 7 Batch 1526/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.029 Epoch 7 Batch 1527/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.033 Epoch 7 Batch 1528/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.037 Epoch 7 Batch 1529/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.044 Epoch 7 Batch 1530/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.031 Epoch 7 Batch 1531/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.052 Epoch 7 Batch 1532/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.031 Epoch 7 Batch 1533/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.967, Loss: 0.037 Epoch 7 Batch 1534/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.967, Loss: 0.045 Epoch 7 Batch 1535/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.038 Epoch 7 Batch 1536/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.065 Epoch 7 Batch 1537/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.953, Loss: 0.027 Epoch 7 Batch 1538/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.029 Epoch 7 Batch 1539/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.042 Epoch 7 Batch 1540/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.052 Epoch 7 Batch 1541/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.041 Epoch 7 Batch 1542/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.942, Loss: 0.047 Epoch 7 Batch 1543/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.942, Loss: 0.055 Epoch 7 Batch 1544/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.947, Loss: 0.030 Epoch 7 Batch 1545/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.947, Loss: 0.039 Epoch 7 Batch 1546/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.948, Loss: 0.048 Epoch 7 Batch 1547/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.049 Epoch 7 Batch 1548/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.029 Epoch 7 Batch 1549/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.029 Epoch 7 Batch 1550/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.045 Epoch 7 Batch 1551/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.038 Epoch 7 Batch 1552/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.026 Epoch 7 Batch 1553/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.031 Epoch 7 Batch 1554/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.029 Epoch 7 Batch 1555/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.048 Epoch 7 Batch 1556/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.043 Epoch 7 Batch 1557/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.045 Epoch 7 Batch 1558/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.037 Epoch 7 Batch 1559/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.962, Loss: 0.048 Epoch 7 Batch 1560/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.953, Loss: 0.035 Epoch 7 Batch 1561/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.068 Epoch 7 Batch 1562/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.944, Loss: 0.061 Epoch 7 Batch 1563/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.027 Epoch 7 Batch 1564/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.033 Epoch 7 Batch 1565/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.046 Epoch 7 Batch 1566/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.947, Loss: 0.036 Epoch 7 Batch 1567/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.029 Epoch 7 Batch 1568/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.947, Loss: 0.056 Epoch 7 Batch 1569/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.022 Epoch 7 Batch 1570/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.947, Loss: 0.036 Epoch 7 Batch 1571/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.044 Epoch 7 Batch 1572/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.031 Epoch 7 Batch 1573/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.034 Epoch 7 Batch 1574/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.035 Epoch 7 Batch 1575/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.959, Loss: 0.029 Epoch 7 Batch 1576/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.054 Epoch 7 Batch 1577/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.959, Loss: 0.035 Epoch 7 Batch 1578/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.959, Loss: 0.034 Epoch 7 Batch 1579/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.029 Epoch 7 Batch 1580/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.045 Epoch 7 Batch 1581/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.029 Epoch 7 Batch 1582/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.950, Loss: 0.066 Epoch 7 Batch 1583/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.950, Loss: 0.045 Epoch 7 Batch 1584/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.032 Epoch 7 Batch 1585/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.058 Epoch 7 Batch 1586/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.037 Epoch 7 Batch 1587/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.951, Loss: 0.039 Epoch 7 Batch 1588/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.037 Epoch 7 Batch 1589/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.023 Epoch 7 Batch 1590/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.029 Epoch 7 Batch 1591/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.027 Epoch 7 Batch 1592/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.948, Loss: 0.062 Epoch 7 Batch 1593/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.035 Epoch 7 Batch 1594/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.948, Loss: 0.046 Epoch 7 Batch 1595/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.960, Loss: 0.042 Epoch 7 Batch 1596/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.029 Epoch 7 Batch 1597/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.969, Loss: 0.053 Epoch 7 Batch 1598/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.026 Epoch 7 Batch 1599/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.963, Loss: 0.055 Epoch 7 Batch 1600/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.963, Loss: 0.034 Epoch 7 Batch 1601/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.044 Epoch 7 Batch 1602/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.039 Epoch 7 Batch 1603/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.954, Loss: 0.055 Epoch 7 Batch 1604/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.043 Epoch 7 Batch 1605/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.033 Epoch 7 Batch 1606/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.954, Loss: 0.041 Epoch 7 Batch 1607/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.041 Epoch 7 Batch 1608/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.044 Epoch 7 Batch 1609/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.046 Epoch 7 Batch 1610/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.954, Loss: 0.022 Epoch 7 Batch 1611/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.954, Loss: 0.033 Epoch 7 Batch 1612/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.954, Loss: 0.041 Epoch 7 Batch 1613/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.963, Loss: 0.028 Epoch 7 Batch 1614/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.036 Epoch 7 Batch 1615/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.025 Epoch 7 Batch 1616/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.036 Epoch 7 Batch 1617/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.045 Epoch 7 Batch 1618/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.056 Epoch 7 Batch 1619/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.041 Epoch 7 Batch 1620/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.951, Loss: 0.084 Epoch 7 Batch 1621/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.946, Loss: 0.034 Epoch 7 Batch 1622/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.946, Loss: 0.023 Epoch 7 Batch 1623/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.946, Loss: 0.041 Epoch 7 Batch 1624/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.946, Loss: 0.034 Epoch 7 Batch 1625/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.028 Epoch 7 Batch 1626/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.047 Epoch 7 Batch 1627/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.955, Loss: 0.049 Epoch 7 Batch 1628/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.030 Epoch 7 Batch 1629/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.035 Epoch 7 Batch 1630/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.037 Epoch 7 Batch 1631/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.037 Epoch 7 Batch 1632/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.945, Loss: 0.055 Epoch 7 Batch 1633/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.068 Epoch 7 Batch 1634/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.050 Epoch 7 Batch 1635/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.952, Loss: 0.048 Epoch 7 Batch 1636/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.952, Loss: 0.044 Epoch 7 Batch 1637/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.952, Loss: 0.032 Epoch 7 Batch 1638/2154 - Train Accuracy: 0.904, Validation Accuracy: 0.960, Loss: 0.065 Epoch 7 Batch 1639/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.952, Loss: 0.065 Epoch 7 Batch 1640/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.952, Loss: 0.026 Epoch 7 Batch 1641/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.040 Epoch 7 Batch 1642/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.046 Epoch 7 Batch 1643/2154 - Train Accuracy: 0.990, Validation Accuracy: 0.952, Loss: 0.025 Epoch 7 Batch 1644/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.952, Loss: 0.061 Epoch 7 Batch 1645/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.027 Epoch 7 Batch 1646/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.964, Loss: 0.043 Epoch 7 Batch 1647/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.964, Loss: 0.046 Epoch 7 Batch 1648/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.032 Epoch 7 Batch 1649/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.038 Epoch 7 Batch 1650/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.045 Epoch 7 Batch 1651/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.031 Epoch 7 Batch 1652/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.955, Loss: 0.017 Epoch 7 Batch 1653/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.027 Epoch 7 Batch 1654/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.955, Loss: 0.067 Epoch 7 Batch 1655/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.037 Epoch 7 Batch 1656/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.049 Epoch 7 Batch 1657/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.041 Epoch 7 Batch 1658/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.951, Loss: 0.024 Epoch 7 Batch 1659/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.951, Loss: 0.074 Epoch 7 Batch 1660/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.049 Epoch 7 Batch 1661/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.952, Loss: 0.071 Epoch 7 Batch 1662/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.034 Epoch 7 Batch 1663/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.940, Loss: 0.043 Epoch 7 Batch 1664/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.940, Loss: 0.043 Epoch 7 Batch 1665/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.034 Epoch 7 Batch 1666/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.049 Epoch 7 Batch 1667/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.943, Loss: 0.048 Epoch 7 Batch 1668/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.943, Loss: 0.037 Epoch 7 Batch 1669/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.055 Epoch 7 Batch 1670/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.942, Loss: 0.043 Epoch 7 Batch 1671/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.942, Loss: 0.053 Epoch 7 Batch 1672/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.942, Loss: 0.030 Epoch 7 Batch 1673/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.031 Epoch 7 Batch 1674/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.942, Loss: 0.044 Epoch 7 Batch 1675/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.942, Loss: 0.061 Epoch 7 Batch 1676/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.942, Loss: 0.054 Epoch 7 Batch 1677/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.942, Loss: 0.033 Epoch 7 Batch 1678/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.943, Loss: 0.071 Epoch 7 Batch 1679/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.943, Loss: 0.031 Epoch 7 Batch 1680/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.948, Loss: 0.041 Epoch 7 Batch 1681/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.948, Loss: 0.045 Epoch 7 Batch 1682/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.043 Epoch 7 Batch 1683/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.071 Epoch 7 Batch 1684/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.041 Epoch 7 Batch 1685/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.034 Epoch 7 Batch 1686/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.039 Epoch 7 Batch 1687/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.040 Epoch 7 Batch 1688/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.956, Loss: 0.035 Epoch 7 Batch 1689/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.034 Epoch 7 Batch 1690/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.965, Loss: 0.041 Epoch 7 Batch 1691/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.034 Epoch 7 Batch 1692/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.965, Loss: 0.040 Epoch 7 Batch 1693/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.082 Epoch 7 Batch 1694/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.035 Epoch 7 Batch 1695/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.057 Epoch 7 Batch 1696/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.060 Epoch 7 Batch 1697/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.068 Epoch 7 Batch 1698/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.957, Loss: 0.020 Epoch 7 Batch 1699/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.029 Epoch 7 Batch 1700/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.966, Loss: 0.036 Epoch 7 Batch 1701/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.966, Loss: 0.048 Epoch 7 Batch 1702/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.966, Loss: 0.088 Epoch 7 Batch 1703/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.038 Epoch 7 Batch 1704/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.966, Loss: 0.066 Epoch 7 Batch 1705/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.966, Loss: 0.084 Epoch 7 Batch 1706/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.966, Loss: 0.053 Epoch 7 Batch 1707/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.032 Epoch 7 Batch 1708/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.978, Loss: 0.054 Epoch 7 Batch 1709/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.978, Loss: 0.037 Epoch 7 Batch 1710/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.978, Loss: 0.065 Epoch 7 Batch 1711/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.978, Loss: 0.036 Epoch 7 Batch 1712/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.978, Loss: 0.031 Epoch 7 Batch 1713/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.978, Loss: 0.059 Epoch 7 Batch 1714/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.034 Epoch 7 Batch 1715/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.971, Loss: 0.059 Epoch 7 Batch 1716/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.026 Epoch 7 Batch 1717/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.020 Epoch 7 Batch 1718/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.970, Loss: 0.036 Epoch 7 Batch 1719/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.039 Epoch 7 Batch 1720/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.047 Epoch 7 Batch 1721/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.052 Epoch 7 Batch 1722/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.031 Epoch 7 Batch 1723/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.969, Loss: 0.031 Epoch 7 Batch 1724/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.961, Loss: 0.038 Epoch 7 Batch 1725/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.045 Epoch 7 Batch 1726/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.030 Epoch 7 Batch 1727/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.940, Loss: 0.027 Epoch 7 Batch 1728/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.940, Loss: 0.047 Epoch 7 Batch 1729/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.035 Epoch 7 Batch 1730/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.025 Epoch 7 Batch 1731/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.066 Epoch 7 Batch 1732/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.033 Epoch 7 Batch 1733/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.945, Loss: 0.030 Epoch 7 Batch 1734/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.945, Loss: 0.044 Epoch 7 Batch 1735/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.064 Epoch 7 Batch 1736/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.945, Loss: 0.100 Epoch 7 Batch 1737/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.068 Epoch 7 Batch 1738/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.945, Loss: 0.031 Epoch 7 Batch 1739/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 1740/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.946, Loss: 0.035 Epoch 7 Batch 1741/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.035 Epoch 7 Batch 1742/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.035 Epoch 7 Batch 1743/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.955, Loss: 0.029 Epoch 7 Batch 1744/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.025 Epoch 7 Batch 1745/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.048 Epoch 7 Batch 1746/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.044 Epoch 7 Batch 1747/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.025 Epoch 7 Batch 1748/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.955, Loss: 0.053 Epoch 7 Batch 1749/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.052 Epoch 7 Batch 1750/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.955, Loss: 0.048 Epoch 7 Batch 1751/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.029 Epoch 7 Batch 1752/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.052 Epoch 7 Batch 1753/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.038 Epoch 7 Batch 1754/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.031 Epoch 7 Batch 1755/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.041 Epoch 7 Batch 1756/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.023 Epoch 7 Batch 1757/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.043 Epoch 7 Batch 1758/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.958, Loss: 0.032 Epoch 7 Batch 1759/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.044 Epoch 7 Batch 1760/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.035 Epoch 7 Batch 1761/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.067 Epoch 7 Batch 1762/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.957, Loss: 0.024 Epoch 7 Batch 1763/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.038 Epoch 7 Batch 1764/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.064 Epoch 7 Batch 1765/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.037 Epoch 7 Batch 1766/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.033 Epoch 7 Batch 1767/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.949, Loss: 0.050 Epoch 7 Batch 1768/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.950, Loss: 0.070 Epoch 7 Batch 1769/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.041 Epoch 7 Batch 1770/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.950, Loss: 0.049 Epoch 7 Batch 1771/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.031 Epoch 7 Batch 1772/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.020 Epoch 7 Batch 1773/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.051 Epoch 7 Batch 1774/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.958, Loss: 0.026 Epoch 7 Batch 1775/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.958, Loss: 0.045 Epoch 7 Batch 1776/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.958, Loss: 0.070 Epoch 7 Batch 1777/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.032 Epoch 7 Batch 1778/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.035 Epoch 7 Batch 1779/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.958, Loss: 0.045 Epoch 7 Batch 1780/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.034 Epoch 7 Batch 1781/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.044 Epoch 7 Batch 1782/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.971, Loss: 0.037 Epoch 7 Batch 1783/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.971, Loss: 0.039 Epoch 7 Batch 1784/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.971, Loss: 0.026 Epoch 7 Batch 1785/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.971, Loss: 0.031 Epoch 7 Batch 1786/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.971, Loss: 0.052 Epoch 7 Batch 1787/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.971, Loss: 0.052 Epoch 7 Batch 1788/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.971, Loss: 0.027 Epoch 7 Batch 1789/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.053 Epoch 7 Batch 1790/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.966, Loss: 0.031 Epoch 7 Batch 1791/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.045 Epoch 7 Batch 1792/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.036 Epoch 7 Batch 1793/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.047 Epoch 7 Batch 1794/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.950, Loss: 0.048 Epoch 7 Batch 1795/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.950, Loss: 0.029 Epoch 7 Batch 1796/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.032 Epoch 7 Batch 1797/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.023 Epoch 7 Batch 1798/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.042 Epoch 7 Batch 1799/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.955, Loss: 0.035 Epoch 7 Batch 1800/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.943, Loss: 0.037 Epoch 7 Batch 1801/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.943, Loss: 0.047 Epoch 7 Batch 1802/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.943, Loss: 0.051 Epoch 7 Batch 1803/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.943, Loss: 0.062 Epoch 7 Batch 1804/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.033 Epoch 7 Batch 1805/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.952, Loss: 0.042 Epoch 7 Batch 1806/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.040 Epoch 7 Batch 1807/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.951, Loss: 0.029 Epoch 7 Batch 1808/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.942, Loss: 0.052 Epoch 7 Batch 1809/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.942, Loss: 0.023 Epoch 7 Batch 1810/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.031 Epoch 7 Batch 1811/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.942, Loss: 0.026 Epoch 7 Batch 1812/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.934, Loss: 0.045 Epoch 7 Batch 1813/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.934, Loss: 0.038 Epoch 7 Batch 1814/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.934, Loss: 0.033 Epoch 7 Batch 1815/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.934, Loss: 0.038 Epoch 7 Batch 1816/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.938, Loss: 0.048 Epoch 7 Batch 1817/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.938, Loss: 0.074 Epoch 7 Batch 1818/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.938, Loss: 0.030 Epoch 7 Batch 1819/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.938, Loss: 0.071 Epoch 7 Batch 1820/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.025 Epoch 7 Batch 1821/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.947, Loss: 0.042 Epoch 7 Batch 1822/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.043 Epoch 7 Batch 1823/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.038 Epoch 7 Batch 1824/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.958, Loss: 0.055 Epoch 7 Batch 1825/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.031 Epoch 7 Batch 1826/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.053 Epoch 7 Batch 1827/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.066 Epoch 7 Batch 1828/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.946, Loss: 0.056 Epoch 7 Batch 1829/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.946, Loss: 0.046 Epoch 7 Batch 1830/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.946, Loss: 0.093 Epoch 7 Batch 1831/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.033 Epoch 7 Batch 1832/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.946, Loss: 0.028 Epoch 7 Batch 1833/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.044 Epoch 7 Batch 1834/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.026 Epoch 7 Batch 1835/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.046 Epoch 7 Batch 1836/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.032 Epoch 7 Batch 1837/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.031 Epoch 7 Batch 1838/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.041 Epoch 7 Batch 1839/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.042 Epoch 7 Batch 1840/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.955, Loss: 0.024 Epoch 7 Batch 1841/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.036 Epoch 7 Batch 1842/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.955, Loss: 0.048 Epoch 7 Batch 1843/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.954, Loss: 0.054 Epoch 7 Batch 1844/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.028 Epoch 7 Batch 1845/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.051 Epoch 7 Batch 1846/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.048 Epoch 7 Batch 1847/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.029 Epoch 7 Batch 1848/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.954, Loss: 0.022 Epoch 7 Batch 1849/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.050 Epoch 7 Batch 1850/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.937, Loss: 0.054 Epoch 7 Batch 1851/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.937, Loss: 0.038 Epoch 7 Batch 1852/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.028 Epoch 7 Batch 1853/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.937, Loss: 0.039 Epoch 7 Batch 1854/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.937, Loss: 0.047 Epoch 7 Batch 1855/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.044 Epoch 7 Batch 1856/2154 - Train Accuracy: 0.902, Validation Accuracy: 0.945, Loss: 0.061 Epoch 7 Batch 1857/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.052 Epoch 7 Batch 1858/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.032 Epoch 7 Batch 1859/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.945, Loss: 0.042 Epoch 7 Batch 1860/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.945, Loss: 0.039 Epoch 7 Batch 1861/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.945, Loss: 0.021 Epoch 7 Batch 1862/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.954, Loss: 0.039 Epoch 7 Batch 1863/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.954, Loss: 0.039 Epoch 7 Batch 1864/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.945, Loss: 0.023 Epoch 7 Batch 1865/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.950, Loss: 0.036 Epoch 7 Batch 1866/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.041 Epoch 7 Batch 1867/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.025 Epoch 7 Batch 1868/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.053 Epoch 7 Batch 1869/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.954, Loss: 0.040 Epoch 7 Batch 1870/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.030 Epoch 7 Batch 1871/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.035 Epoch 7 Batch 1872/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.039 Epoch 7 Batch 1873/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.046 Epoch 7 Batch 1874/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.039 Epoch 7 Batch 1875/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.046 Epoch 7 Batch 1876/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.032 Epoch 7 Batch 1877/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.068 Epoch 7 Batch 1878/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.047 Epoch 7 Batch 1879/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.050 Epoch 7 Batch 1880/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.050 Epoch 7 Batch 1881/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.962, Loss: 0.023 Epoch 7 Batch 1882/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.962, Loss: 0.032 Epoch 7 Batch 1883/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.962, Loss: 0.034 Epoch 7 Batch 1884/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.032 Epoch 7 Batch 1885/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.962, Loss: 0.054 Epoch 7 Batch 1886/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.954, Loss: 0.037 Epoch 7 Batch 1887/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.054 Epoch 7 Batch 1888/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.945, Loss: 0.021 Epoch 7 Batch 1889/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.945, Loss: 0.038 Epoch 7 Batch 1890/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.942, Loss: 0.027 Epoch 7 Batch 1891/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.950, Loss: 0.027 Epoch 7 Batch 1892/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.950, Loss: 0.023 Epoch 7 Batch 1893/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.950, Loss: 0.029 Epoch 7 Batch 1894/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.945, Loss: 0.027 Epoch 7 Batch 1895/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.937, Loss: 0.031 Epoch 7 Batch 1896/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.030 Epoch 7 Batch 1897/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.937, Loss: 0.052 Epoch 7 Batch 1898/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.937, Loss: 0.041 Epoch 7 Batch 1899/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.026 Epoch 7 Batch 1900/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.945, Loss: 0.048 Epoch 7 Batch 1901/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.028 Epoch 7 Batch 1902/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.945, Loss: 0.024 Epoch 7 Batch 1903/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.933, Loss: 0.029 Epoch 7 Batch 1904/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.933, Loss: 0.046 Epoch 7 Batch 1905/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.933, Loss: 0.026 Epoch 7 Batch 1906/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.933, Loss: 0.039 Epoch 7 Batch 1907/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.933, Loss: 0.026 Epoch 7 Batch 1908/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.933, Loss: 0.020 Epoch 7 Batch 1909/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.937, Loss: 0.073 Epoch 7 Batch 1910/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.937, Loss: 0.022 Epoch 7 Batch 1911/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.937, Loss: 0.042 Epoch 7 Batch 1912/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.043 Epoch 7 Batch 1913/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.043 Epoch 7 Batch 1914/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.054 Epoch 7 Batch 1915/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.017 Epoch 7 Batch 1916/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.026 Epoch 7 Batch 1917/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.043 Epoch 7 Batch 1918/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.035 Epoch 7 Batch 1919/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.043 Epoch 7 Batch 1920/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.037 Epoch 7 Batch 1921/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.022 Epoch 7 Batch 1922/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.055 Epoch 7 Batch 1923/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.024 Epoch 7 Batch 1924/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.036 Epoch 7 Batch 1925/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.045 Epoch 7 Batch 1926/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.055 Epoch 7 Batch 1927/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.042 Epoch 7 Batch 1928/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.071 Epoch 7 Batch 1929/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.949, Loss: 0.025 Epoch 7 Batch 1930/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.949, Loss: 0.042 Epoch 7 Batch 1931/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.029 Epoch 7 Batch 1932/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.949, Loss: 0.049 Epoch 7 Batch 1933/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.038 Epoch 7 Batch 1934/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.940, Loss: 0.033 Epoch 7 Batch 1935/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.940, Loss: 0.052 Epoch 7 Batch 1936/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.045 Epoch 7 Batch 1937/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.060 Epoch 7 Batch 1938/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.940, Loss: 0.061 Epoch 7 Batch 1939/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.046 Epoch 7 Batch 1940/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.047 Epoch 7 Batch 1941/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.035 Epoch 7 Batch 1942/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.041 Epoch 7 Batch 1943/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.931, Loss: 0.078 Epoch 7 Batch 1944/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.923, Loss: 0.042 Epoch 7 Batch 1945/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.928, Loss: 0.027 Epoch 7 Batch 1946/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.928, Loss: 0.044 Epoch 7 Batch 1947/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.936, Loss: 0.027 Epoch 7 Batch 1948/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.039 Epoch 7 Batch 1949/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.936, Loss: 0.025 Epoch 7 Batch 1950/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.936, Loss: 0.024 Epoch 7 Batch 1951/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.928, Loss: 0.055 Epoch 7 Batch 1952/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.940, Loss: 0.019 Epoch 7 Batch 1953/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.940, Loss: 0.030 Epoch 7 Batch 1954/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.940, Loss: 0.043 Epoch 7 Batch 1955/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.029 Epoch 7 Batch 1956/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.024 Epoch 7 Batch 1957/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.940, Loss: 0.052 Epoch 7 Batch 1958/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.941, Loss: 0.024 Epoch 7 Batch 1959/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.941, Loss: 0.032 Epoch 7 Batch 1960/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.941, Loss: 0.035 Epoch 7 Batch 1961/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.941, Loss: 0.043 Epoch 7 Batch 1962/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.941, Loss: 0.032 Epoch 7 Batch 1963/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.941, Loss: 0.030 Epoch 7 Batch 1964/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.941, Loss: 0.064 Epoch 7 Batch 1965/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.037 Epoch 7 Batch 1966/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.946, Loss: 0.034 Epoch 7 Batch 1967/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.039 Epoch 7 Batch 1968/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.037 Epoch 7 Batch 1969/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.956, Loss: 0.034 Epoch 7 Batch 1970/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.955, Loss: 0.038 Epoch 7 Batch 1971/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.037 Epoch 7 Batch 1972/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.955, Loss: 0.025 Epoch 7 Batch 1973/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.021 Epoch 7 Batch 1974/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.040 Epoch 7 Batch 1975/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.956, Loss: 0.047 Epoch 7 Batch 1976/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.028 Epoch 7 Batch 1977/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.044 Epoch 7 Batch 1978/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.945, Loss: 0.059 Epoch 7 Batch 1979/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.051 Epoch 7 Batch 1980/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 1981/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.945, Loss: 0.038 Epoch 7 Batch 1982/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.940, Loss: 0.042 Epoch 7 Batch 1983/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.940, Loss: 0.046 Epoch 7 Batch 1984/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.939, Loss: 0.045 Epoch 7 Batch 1985/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.939, Loss: 0.050 Epoch 7 Batch 1986/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.939, Loss: 0.033 Epoch 7 Batch 1987/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.939, Loss: 0.018 Epoch 7 Batch 1988/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.940, Loss: 0.033 Epoch 7 Batch 1989/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.940, Loss: 0.037 Epoch 7 Batch 1990/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.024 Epoch 7 Batch 1991/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.940, Loss: 0.041 Epoch 7 Batch 1992/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.940, Loss: 0.043 Epoch 7 Batch 1993/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.940, Loss: 0.024 Epoch 7 Batch 1994/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.053 Epoch 7 Batch 1995/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.061 Epoch 7 Batch 1996/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.945, Loss: 0.036 Epoch 7 Batch 1997/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.944, Loss: 0.043 Epoch 7 Batch 1998/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.945, Loss: 0.027 Epoch 7 Batch 1999/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.945, Loss: 0.046 Epoch 7 Batch 2000/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.936, Loss: 0.052 Epoch 7 Batch 2001/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.935, Loss: 0.028 Epoch 7 Batch 2002/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.945, Loss: 0.037 Epoch 7 Batch 2003/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.037 Epoch 7 Batch 2004/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.945, Loss: 0.020 Epoch 7 Batch 2005/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.038 Epoch 7 Batch 2006/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.956, Loss: 0.030 Epoch 7 Batch 2007/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.034 Epoch 7 Batch 2008/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.046 Epoch 7 Batch 2009/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.018 Epoch 7 Batch 2010/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.081 Epoch 7 Batch 2011/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.032 Epoch 7 Batch 2012/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.032 Epoch 7 Batch 2013/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.045 Epoch 7 Batch 2014/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.034 Epoch 7 Batch 2015/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.035 Epoch 7 Batch 2016/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.040 Epoch 7 Batch 2017/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.043 Epoch 7 Batch 2018/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.965, Loss: 0.062 Epoch 7 Batch 2019/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.025 Epoch 7 Batch 2020/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.031 Epoch 7 Batch 2021/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.041 Epoch 7 Batch 2022/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.028 Epoch 7 Batch 2023/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.957, Loss: 0.040 Epoch 7 Batch 2024/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.026 Epoch 7 Batch 2025/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.027 Epoch 7 Batch 2026/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.957, Loss: 0.026 Epoch 7 Batch 2027/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.024 Epoch 7 Batch 2028/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.034 Epoch 7 Batch 2029/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.028 Epoch 7 Batch 2030/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.032 Epoch 7 Batch 2031/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.042 Epoch 7 Batch 2032/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.066 Epoch 7 Batch 2033/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.030 Epoch 7 Batch 2034/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.022 Epoch 7 Batch 2035/2154 - Train Accuracy: 0.990, Validation Accuracy: 0.957, Loss: 0.024 Epoch 7 Batch 2036/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.957, Loss: 0.035 Epoch 7 Batch 2037/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.957, Loss: 0.033 Epoch 7 Batch 2038/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.036 Epoch 7 Batch 2039/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.957, Loss: 0.063 Epoch 7 Batch 2040/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.045 Epoch 7 Batch 2041/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.957, Loss: 0.035 Epoch 7 Batch 2042/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.957, Loss: 0.023 Epoch 7 Batch 2043/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.028 Epoch 7 Batch 2044/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.038 Epoch 7 Batch 2045/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.938, Loss: 0.015 Epoch 7 Batch 2046/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.046 Epoch 7 Batch 2047/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.049 Epoch 7 Batch 2048/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.938, Loss: 0.049 Epoch 7 Batch 2049/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.938, Loss: 0.049 Epoch 7 Batch 2050/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.938, Loss: 0.067 Epoch 7 Batch 2051/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.049 Epoch 7 Batch 2052/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.938, Loss: 0.032 Epoch 7 Batch 2053/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.938, Loss: 0.072 Epoch 7 Batch 2054/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.938, Loss: 0.024 Epoch 7 Batch 2055/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.938, Loss: 0.046 Epoch 7 Batch 2056/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.945, Loss: 0.016 Epoch 7 Batch 2057/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.945, Loss: 0.040 Epoch 7 Batch 2058/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.054 Epoch 7 Batch 2059/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.945, Loss: 0.034 Epoch 7 Batch 2060/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.046 Epoch 7 Batch 2061/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.034 Epoch 7 Batch 2062/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.945, Loss: 0.040 Epoch 7 Batch 2063/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.038 Epoch 7 Batch 2064/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.945, Loss: 0.058 Epoch 7 Batch 2065/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.945, Loss: 0.033 Epoch 7 Batch 2066/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.063 Epoch 7 Batch 2067/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.940, Loss: 0.043 Epoch 7 Batch 2068/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.952, Loss: 0.047 Epoch 7 Batch 2069/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.029 Epoch 7 Batch 2070/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.033 Epoch 7 Batch 2071/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.032 Epoch 7 Batch 2072/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.029 Epoch 7 Batch 2073/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.044 Epoch 7 Batch 2074/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.045 Epoch 7 Batch 2075/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.043 Epoch 7 Batch 2076/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.966, Loss: 0.028 Epoch 7 Batch 2077/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.075 Epoch 7 Batch 2078/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.035 Epoch 7 Batch 2079/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.047 Epoch 7 Batch 2080/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.030 Epoch 7 Batch 2081/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.039 Epoch 7 Batch 2082/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.034 Epoch 7 Batch 2083/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.955, Loss: 0.024 Epoch 7 Batch 2084/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.955, Loss: 0.058 Epoch 7 Batch 2085/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.031 Epoch 7 Batch 2086/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.037 Epoch 7 Batch 2087/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.037 Epoch 7 Batch 2088/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.052 Epoch 7 Batch 2089/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.038 Epoch 7 Batch 2090/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.059 Epoch 7 Batch 2091/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.964, Loss: 0.045 Epoch 7 Batch 2092/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.047 Epoch 7 Batch 2093/2154 - Train Accuracy: 0.991, Validation Accuracy: 0.969, Loss: 0.023 Epoch 7 Batch 2094/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.969, Loss: 0.033 Epoch 7 Batch 2095/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.029 Epoch 7 Batch 2096/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.038 Epoch 7 Batch 2097/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.033 Epoch 7 Batch 2098/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.049 Epoch 7 Batch 2099/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.950, Loss: 0.043 Epoch 7 Batch 2100/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.944, Loss: 0.032 Epoch 7 Batch 2101/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.944, Loss: 0.023 Epoch 7 Batch 2102/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.944, Loss: 0.039 Epoch 7 Batch 2103/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.953, Loss: 0.041 Epoch 7 Batch 2104/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.971, Loss: 0.051 Epoch 7 Batch 2105/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.064 Epoch 7 Batch 2106/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.034 Epoch 7 Batch 2107/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.969, Loss: 0.059 Epoch 7 Batch 2108/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.024 Epoch 7 Batch 2109/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.030 Epoch 7 Batch 2110/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.042 Epoch 7 Batch 2111/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.959, Loss: 0.054 Epoch 7 Batch 2112/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.046 Epoch 7 Batch 2113/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.028 Epoch 7 Batch 2114/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.037 Epoch 7 Batch 2115/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.961, Loss: 0.038 Epoch 7 Batch 2116/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.034 Epoch 7 Batch 2117/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.952, Loss: 0.046 Epoch 7 Batch 2118/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.036 Epoch 7 Batch 2119/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.940, Loss: 0.069 Epoch 7 Batch 2120/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.932, Loss: 0.053 Epoch 7 Batch 2121/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.932, Loss: 0.025 Epoch 7 Batch 2122/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.033 Epoch 7 Batch 2123/2154 - Train Accuracy: 0.907, Validation Accuracy: 0.940, Loss: 0.073 Epoch 7 Batch 2124/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.944, Loss: 0.038 Epoch 7 Batch 2125/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.944, Loss: 0.037 Epoch 7 Batch 2126/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.944, Loss: 0.026 Epoch 7 Batch 2127/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.944, Loss: 0.057 Epoch 7 Batch 2128/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.957, Loss: 0.054 Epoch 7 Batch 2129/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.047 Epoch 7 Batch 2130/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.949, Loss: 0.033 Epoch 7 Batch 2131/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.029 Epoch 7 Batch 2132/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.026 Epoch 7 Batch 2133/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.940, Loss: 0.043 Epoch 7 Batch 2134/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.032 Epoch 7 Batch 2135/2154 - Train Accuracy: 0.892, Validation Accuracy: 0.930, Loss: 0.045 Epoch 7 Batch 2136/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.931, Loss: 0.049 Epoch 7 Batch 2137/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.931, Loss: 0.030 Epoch 7 Batch 2138/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.931, Loss: 0.025 Epoch 7 Batch 2139/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.033 Epoch 7 Batch 2140/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.028 Epoch 7 Batch 2141/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.940, Loss: 0.036 Epoch 7 Batch 2142/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.949, Loss: 0.036 Epoch 7 Batch 2143/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.036 Epoch 7 Batch 2144/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.061 Epoch 7 Batch 2145/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.949, Loss: 0.044 Epoch 7 Batch 2146/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.044 Epoch 7 Batch 2147/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.949, Loss: 0.026 Epoch 7 Batch 2148/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.949, Loss: 0.053 Epoch 7 Batch 2149/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.066 Epoch 7 Batch 2150/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.949, Loss: 0.045 Epoch 7 Batch 2151/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.046 Epoch 7 Batch 2152/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.056 Epoch 8 Batch 0/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 1/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.969, Loss: 0.031 Epoch 8 Batch 2/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.028 Epoch 8 Batch 3/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 4/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.032 Epoch 8 Batch 5/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.031 Epoch 8 Batch 6/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.960, Loss: 0.034 Epoch 8 Batch 7/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.952, Loss: 0.023 Epoch 8 Batch 8/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.074 Epoch 8 Batch 9/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.034 Epoch 8 Batch 10/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.037 Epoch 8 Batch 11/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.082 Epoch 8 Batch 12/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.055 Epoch 8 Batch 13/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.040 Epoch 8 Batch 14/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.046 Epoch 8 Batch 15/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.043 Epoch 8 Batch 16/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.021 Epoch 8 Batch 17/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.977, Loss: 0.057 Epoch 8 Batch 18/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.977, Loss: 0.033 Epoch 8 Batch 19/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.977, Loss: 0.041 Epoch 8 Batch 20/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.977, Loss: 0.037 Epoch 8 Batch 21/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.969, Loss: 0.063 Epoch 8 Batch 22/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.031 Epoch 8 Batch 23/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.960, Loss: 0.066 Epoch 8 Batch 24/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.044 Epoch 8 Batch 25/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.037 Epoch 8 Batch 26/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.032 Epoch 8 Batch 27/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.047 Epoch 8 Batch 28/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.948, Loss: 0.036 Epoch 8 Batch 29/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.030 Epoch 8 Batch 30/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.026 Epoch 8 Batch 31/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.948, Loss: 0.025 Epoch 8 Batch 32/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.056 Epoch 8 Batch 33/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.960, Loss: 0.064 Epoch 8 Batch 34/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.045 Epoch 8 Batch 35/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.960, Loss: 0.041 Epoch 8 Batch 36/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.051 Epoch 8 Batch 37/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.972, Loss: 0.028 Epoch 8 Batch 38/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.970, Loss: 0.044 Epoch 8 Batch 39/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.970, Loss: 0.046 Epoch 8 Batch 40/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.030 Epoch 8 Batch 41/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.964, Loss: 0.063 Epoch 8 Batch 42/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 43/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.044 Epoch 8 Batch 44/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.977, Loss: 0.050 Epoch 8 Batch 45/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.039 Epoch 8 Batch 46/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.039 Epoch 8 Batch 47/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.028 Epoch 8 Batch 48/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.958, Loss: 0.042 Epoch 8 Batch 49/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.025 Epoch 8 Batch 50/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.963, Loss: 0.058 Epoch 8 Batch 51/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.975, Loss: 0.034 Epoch 8 Batch 52/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.975, Loss: 0.029 Epoch 8 Batch 53/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.975, Loss: 0.030 Epoch 8 Batch 54/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.975, Loss: 0.070 Epoch 8 Batch 55/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.983, Loss: 0.027 Epoch 8 Batch 56/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.983, Loss: 0.044 Epoch 8 Batch 57/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.983, Loss: 0.022 Epoch 8 Batch 58/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.983, Loss: 0.073 Epoch 8 Batch 59/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.983, Loss: 0.051 Epoch 8 Batch 60/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.983, Loss: 0.025 Epoch 8 Batch 61/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.983, Loss: 0.026 Epoch 8 Batch 62/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.983, Loss: 0.036 Epoch 8 Batch 63/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.979, Loss: 0.053 Epoch 8 Batch 64/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.979, Loss: 0.028 Epoch 8 Batch 65/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.042 Epoch 8 Batch 66/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.026 Epoch 8 Batch 67/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.028 Epoch 8 Batch 68/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.961, Loss: 0.035 Epoch 8 Batch 69/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.050 Epoch 8 Batch 70/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.043 Epoch 8 Batch 71/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.046 Epoch 8 Batch 72/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.949, Loss: 0.031 Epoch 8 Batch 73/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.035 Epoch 8 Batch 74/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.052 Epoch 8 Batch 75/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.052 Epoch 8 Batch 76/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.035 Epoch 8 Batch 77/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.949, Loss: 0.081 Epoch 8 Batch 78/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.949, Loss: 0.039 Epoch 8 Batch 79/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.947, Loss: 0.033 Epoch 8 Batch 80/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.947, Loss: 0.038 Epoch 8 Batch 81/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.036 Epoch 8 Batch 82/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.017 Epoch 8 Batch 83/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 84/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.956, Loss: 0.030 Epoch 8 Batch 85/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.956, Loss: 0.066 Epoch 8 Batch 86/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.026 Epoch 8 Batch 87/2154 - Train Accuracy: 0.992, Validation Accuracy: 0.956, Loss: 0.031 Epoch 8 Batch 88/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.017 Epoch 8 Batch 89/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.016 Epoch 8 Batch 90/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.042 Epoch 8 Batch 91/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.958, Loss: 0.036 Epoch 8 Batch 92/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.958, Loss: 0.050 Epoch 8 Batch 93/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.042 Epoch 8 Batch 94/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.037 Epoch 8 Batch 95/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.952, Loss: 0.031 Epoch 8 Batch 96/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.952, Loss: 0.058 Epoch 8 Batch 97/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.043 Epoch 8 Batch 98/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.953, Loss: 0.072 Epoch 8 Batch 99/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.022 Epoch 8 Batch 100/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.953, Loss: 0.063 Epoch 8 Batch 101/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.037 Epoch 8 Batch 102/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.033 Epoch 8 Batch 103/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.954, Loss: 0.036 Epoch 8 Batch 104/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.043 Epoch 8 Batch 105/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.954, Loss: 0.038 Epoch 8 Batch 106/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.035 Epoch 8 Batch 107/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.044 Epoch 8 Batch 108/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.042 Epoch 8 Batch 109/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.940, Loss: 0.060 Epoch 8 Batch 110/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.940, Loss: 0.064 Epoch 8 Batch 111/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.949, Loss: 0.036 Epoch 8 Batch 112/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.949, Loss: 0.040 Epoch 8 Batch 113/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.949, Loss: 0.037 Epoch 8 Batch 114/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.023 Epoch 8 Batch 115/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.038 Epoch 8 Batch 116/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.957, Loss: 0.029 Epoch 8 Batch 117/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.957, Loss: 0.027 Epoch 8 Batch 118/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.043 Epoch 8 Batch 119/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 120/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.027 Epoch 8 Batch 121/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.025 Epoch 8 Batch 122/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.965, Loss: 0.035 Epoch 8 Batch 123/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.056 Epoch 8 Batch 124/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.059 Epoch 8 Batch 125/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.961, Loss: 0.039 Epoch 8 Batch 126/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.047 Epoch 8 Batch 127/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.027 Epoch 8 Batch 128/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.032 Epoch 8 Batch 129/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.970, Loss: 0.026 Epoch 8 Batch 130/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.970, Loss: 0.035 Epoch 8 Batch 131/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.970, Loss: 0.041 Epoch 8 Batch 132/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.026 Epoch 8 Batch 133/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.015 Epoch 8 Batch 134/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.022 Epoch 8 Batch 135/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.962, Loss: 0.055 Epoch 8 Batch 136/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.963, Loss: 0.035 Epoch 8 Batch 137/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.963, Loss: 0.071 Epoch 8 Batch 138/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.962, Loss: 0.040 Epoch 8 Batch 139/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.052 Epoch 8 Batch 140/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.066 Epoch 8 Batch 141/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.024 Epoch 8 Batch 142/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.061 Epoch 8 Batch 143/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.025 Epoch 8 Batch 144/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 145/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.971, Loss: 0.043 Epoch 8 Batch 146/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.971, Loss: 0.029 Epoch 8 Batch 147/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.971, Loss: 0.024 Epoch 8 Batch 148/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.048 Epoch 8 Batch 149/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.042 Epoch 8 Batch 150/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.034 Epoch 8 Batch 151/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.945, Loss: 0.069 Epoch 8 Batch 152/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.945, Loss: 0.043 Epoch 8 Batch 153/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.040 Epoch 8 Batch 154/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.020 Epoch 8 Batch 155/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.957, Loss: 0.038 Epoch 8 Batch 156/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.974, Loss: 0.028 Epoch 8 Batch 157/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.974, Loss: 0.036 Epoch 8 Batch 158/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.983, Loss: 0.033 Epoch 8 Batch 159/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.983, Loss: 0.042 Epoch 8 Batch 160/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.037 Epoch 8 Batch 161/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.031 Epoch 8 Batch 162/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.964, Loss: 0.024 Epoch 8 Batch 163/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.964, Loss: 0.032 Epoch 8 Batch 164/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.025 Epoch 8 Batch 165/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.044 Epoch 8 Batch 166/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.032 Epoch 8 Batch 167/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.045 Epoch 8 Batch 168/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.037 Epoch 8 Batch 169/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.048 Epoch 8 Batch 170/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.031 Epoch 8 Batch 171/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.031 Epoch 8 Batch 172/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.964, Loss: 0.031 Epoch 8 Batch 173/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.046 Epoch 8 Batch 174/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.028 Epoch 8 Batch 175/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.045 Epoch 8 Batch 176/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.952, Loss: 0.052 Epoch 8 Batch 177/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.964, Loss: 0.047 Epoch 8 Batch 178/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.043 Epoch 8 Batch 179/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.034 Epoch 8 Batch 180/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.031 Epoch 8 Batch 181/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.964, Loss: 0.035 Epoch 8 Batch 182/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.038 Epoch 8 Batch 183/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.041 Epoch 8 Batch 184/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.042 Epoch 8 Batch 185/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.046 Epoch 8 Batch 186/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.964, Loss: 0.049 Epoch 8 Batch 187/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.056 Epoch 8 Batch 188/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.017 Epoch 8 Batch 189/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.032 Epoch 8 Batch 190/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.970, Loss: 0.030 Epoch 8 Batch 191/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.970, Loss: 0.067 Epoch 8 Batch 192/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.047 Epoch 8 Batch 193/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.974, Loss: 0.054 Epoch 8 Batch 194/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.030 Epoch 8 Batch 195/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.974, Loss: 0.034 Epoch 8 Batch 196/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.029 Epoch 8 Batch 197/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.974, Loss: 0.040 Epoch 8 Batch 198/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.975, Loss: 0.064 Epoch 8 Batch 199/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.975, Loss: 0.038 Epoch 8 Batch 200/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.023 Epoch 8 Batch 201/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.028 Epoch 8 Batch 202/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.025 Epoch 8 Batch 203/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.974, Loss: 0.054 Epoch 8 Batch 204/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.974, Loss: 0.035 Epoch 8 Batch 205/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.974, Loss: 0.022 Epoch 8 Batch 206/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.029 Epoch 8 Batch 207/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.965, Loss: 0.049 Epoch 8 Batch 208/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.974, Loss: 0.039 Epoch 8 Batch 209/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.974, Loss: 0.066 Epoch 8 Batch 210/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.032 Epoch 8 Batch 211/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.955, Loss: 0.025 Epoch 8 Batch 212/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.031 Epoch 8 Batch 213/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.038 Epoch 8 Batch 214/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.940, Loss: 0.049 Epoch 8 Batch 215/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.959, Loss: 0.040 Epoch 8 Batch 216/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.950, Loss: 0.039 Epoch 8 Batch 217/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.044 Epoch 8 Batch 218/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.942, Loss: 0.042 Epoch 8 Batch 219/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.950, Loss: 0.033 Epoch 8 Batch 220/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.033 Epoch 8 Batch 221/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.950, Loss: 0.030 Epoch 8 Batch 222/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.950, Loss: 0.039 Epoch 8 Batch 223/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.950, Loss: 0.054 Epoch 8 Batch 224/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.036 Epoch 8 Batch 225/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.040 Epoch 8 Batch 226/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.030 Epoch 8 Batch 227/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.961, Loss: 0.048 Epoch 8 Batch 228/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.961, Loss: 0.040 Epoch 8 Batch 229/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.036 Epoch 8 Batch 230/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.941, Loss: 0.038 Epoch 8 Batch 231/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.932, Loss: 0.052 Epoch 8 Batch 232/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.044 Epoch 8 Batch 233/2154 - Train Accuracy: 0.884, Validation Accuracy: 0.940, Loss: 0.059 Epoch 8 Batch 234/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.029 Epoch 8 Batch 235/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.026 Epoch 8 Batch 236/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.948, Loss: 0.030 Epoch 8 Batch 237/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.050 Epoch 8 Batch 238/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.035 Epoch 8 Batch 239/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.018 Epoch 8 Batch 240/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.046 Epoch 8 Batch 241/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.963, Loss: 0.031 Epoch 8 Batch 242/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.955, Loss: 0.051 Epoch 8 Batch 243/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.032 Epoch 8 Batch 244/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.047 Epoch 8 Batch 245/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.035 Epoch 8 Batch 246/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.963, Loss: 0.045 Epoch 8 Batch 247/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.030 Epoch 8 Batch 248/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.026 Epoch 8 Batch 249/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.971, Loss: 0.051 Epoch 8 Batch 250/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.035 Epoch 8 Batch 251/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.961, Loss: 0.034 Epoch 8 Batch 252/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.067 Epoch 8 Batch 253/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.961, Loss: 0.043 Epoch 8 Batch 254/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.971, Loss: 0.034 Epoch 8 Batch 255/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.971, Loss: 0.030 Epoch 8 Batch 256/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.970, Loss: 0.026 Epoch 8 Batch 257/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.043 Epoch 8 Batch 258/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.020 Epoch 8 Batch 259/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.046 Epoch 8 Batch 260/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.059 Epoch 8 Batch 261/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 262/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.041 Epoch 8 Batch 263/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.041 Epoch 8 Batch 264/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.048 Epoch 8 Batch 265/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.031 Epoch 8 Batch 266/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.950, Loss: 0.029 Epoch 8 Batch 267/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.025 Epoch 8 Batch 268/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.028 Epoch 8 Batch 269/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.038 Epoch 8 Batch 270/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.026 Epoch 8 Batch 271/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.039 Epoch 8 Batch 272/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.046 Epoch 8 Batch 273/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.941, Loss: 0.022 Epoch 8 Batch 274/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.942, Loss: 0.043 Epoch 8 Batch 275/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.941, Loss: 0.028 Epoch 8 Batch 276/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.941, Loss: 0.033 Epoch 8 Batch 277/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.941, Loss: 0.047 Epoch 8 Batch 278/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.941, Loss: 0.039 Epoch 8 Batch 279/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.941, Loss: 0.023 Epoch 8 Batch 280/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.056 Epoch 8 Batch 281/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.951, Loss: 0.041 Epoch 8 Batch 282/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.942, Loss: 0.025 Epoch 8 Batch 283/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.942, Loss: 0.027 Epoch 8 Batch 284/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.942, Loss: 0.045 Epoch 8 Batch 285/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.942, Loss: 0.045 Epoch 8 Batch 286/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.946, Loss: 0.025 Epoch 8 Batch 287/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.946, Loss: 0.040 Epoch 8 Batch 288/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.954, Loss: 0.039 Epoch 8 Batch 289/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.965, Loss: 0.035 Epoch 8 Batch 290/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.965, Loss: 0.039 Epoch 8 Batch 291/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.960, Loss: 0.042 Epoch 8 Batch 292/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.053 Epoch 8 Batch 293/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.960, Loss: 0.043 Epoch 8 Batch 294/2154 - Train Accuracy: 0.908, Validation Accuracy: 0.949, Loss: 0.125 Epoch 8 Batch 295/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.043 Epoch 8 Batch 296/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.053 Epoch 8 Batch 297/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.967, Loss: 0.044 Epoch 8 Batch 298/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.967, Loss: 0.046 Epoch 8 Batch 299/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.967, Loss: 0.023 Epoch 8 Batch 300/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.050 Epoch 8 Batch 301/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.979, Loss: 0.046 Epoch 8 Batch 302/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.979, Loss: 0.035 Epoch 8 Batch 303/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.979, Loss: 0.023 Epoch 8 Batch 304/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.984, Loss: 0.026 Epoch 8 Batch 305/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.984, Loss: 0.053 Epoch 8 Batch 306/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.972, Loss: 0.045 Epoch 8 Batch 307/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.972, Loss: 0.053 Epoch 8 Batch 308/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.972, Loss: 0.037 Epoch 8 Batch 309/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.037 Epoch 8 Batch 310/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.972, Loss: 0.034 Epoch 8 Batch 311/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.038 Epoch 8 Batch 312/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.041 Epoch 8 Batch 313/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.971, Loss: 0.018 Epoch 8 Batch 314/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.971, Loss: 0.030 Epoch 8 Batch 315/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.972, Loss: 0.026 Epoch 8 Batch 316/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.972, Loss: 0.040 Epoch 8 Batch 317/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.972, Loss: 0.048 Epoch 8 Batch 318/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.971, Loss: 0.034 Epoch 8 Batch 319/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.028 Epoch 8 Batch 320/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.966, Loss: 0.025 Epoch 8 Batch 321/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.966, Loss: 0.023 Epoch 8 Batch 322/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.966, Loss: 0.033 Epoch 8 Batch 323/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.041 Epoch 8 Batch 324/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.966, Loss: 0.023 Epoch 8 Batch 325/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.038 Epoch 8 Batch 326/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.966, Loss: 0.026 Epoch 8 Batch 327/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.045 Epoch 8 Batch 328/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.050 Epoch 8 Batch 329/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.966, Loss: 0.047 Epoch 8 Batch 330/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.029 Epoch 8 Batch 331/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.979, Loss: 0.039 Epoch 8 Batch 332/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.970, Loss: 0.032 Epoch 8 Batch 333/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.040 Epoch 8 Batch 334/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.046 Epoch 8 Batch 335/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.028 Epoch 8 Batch 336/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.968, Loss: 0.046 Epoch 8 Batch 337/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.063 Epoch 8 Batch 338/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.956, Loss: 0.044 Epoch 8 Batch 339/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.075 Epoch 8 Batch 340/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.031 Epoch 8 Batch 341/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.956, Loss: 0.056 Epoch 8 Batch 342/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.961, Loss: 0.050 Epoch 8 Batch 343/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.038 Epoch 8 Batch 344/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.041 Epoch 8 Batch 345/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.041 Epoch 8 Batch 346/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.954, Loss: 0.025 Epoch 8 Batch 347/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.954, Loss: 0.029 Epoch 8 Batch 348/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.945, Loss: 0.030 Epoch 8 Batch 349/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.945, Loss: 0.025 Epoch 8 Batch 350/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.945, Loss: 0.039 Epoch 8 Batch 351/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.945, Loss: 0.050 Epoch 8 Batch 352/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.945, Loss: 0.030 Epoch 8 Batch 353/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.945, Loss: 0.032 Epoch 8 Batch 354/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.028 Epoch 8 Batch 355/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.047 Epoch 8 Batch 356/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.028 Epoch 8 Batch 357/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.961, Loss: 0.037 Epoch 8 Batch 358/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.032 Epoch 8 Batch 359/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.952, Loss: 0.036 Epoch 8 Batch 360/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.041 Epoch 8 Batch 361/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.952, Loss: 0.027 Epoch 8 Batch 362/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.035 Epoch 8 Batch 363/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.952, Loss: 0.048 Epoch 8 Batch 364/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.964, Loss: 0.048 Epoch 8 Batch 365/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.964, Loss: 0.058 Epoch 8 Batch 366/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.046 Epoch 8 Batch 367/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.029 Epoch 8 Batch 368/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.954, Loss: 0.033 Epoch 8 Batch 369/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.954, Loss: 0.023 Epoch 8 Batch 370/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.962, Loss: 0.044 Epoch 8 Batch 371/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.036 Epoch 8 Batch 372/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.055 Epoch 8 Batch 373/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.035 Epoch 8 Batch 374/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.051 Epoch 8 Batch 375/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.962, Loss: 0.025 Epoch 8 Batch 376/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.959, Loss: 0.035 Epoch 8 Batch 377/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.049 Epoch 8 Batch 378/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.036 Epoch 8 Batch 379/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.958, Loss: 0.036 Epoch 8 Batch 380/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.036 Epoch 8 Batch 381/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.041 Epoch 8 Batch 382/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.953, Loss: 0.017 Epoch 8 Batch 383/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.953, Loss: 0.025 Epoch 8 Batch 384/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.953, Loss: 0.026 Epoch 8 Batch 385/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.944, Loss: 0.039 Epoch 8 Batch 386/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.944, Loss: 0.037 Epoch 8 Batch 387/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.035 Epoch 8 Batch 388/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.037 Epoch 8 Batch 389/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.956, Loss: 0.026 Epoch 8 Batch 390/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.025 Epoch 8 Batch 391/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.956, Loss: 0.037 Epoch 8 Batch 392/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.956, Loss: 0.036 Epoch 8 Batch 393/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.021 Epoch 8 Batch 394/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.956, Loss: 0.030 Epoch 8 Batch 395/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 396/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.957, Loss: 0.039 Epoch 8 Batch 397/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.045 Epoch 8 Batch 398/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.052 Epoch 8 Batch 399/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.030 Epoch 8 Batch 400/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.971, Loss: 0.030 Epoch 8 Batch 401/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.971, Loss: 0.042 Epoch 8 Batch 402/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.971, Loss: 0.031 Epoch 8 Batch 403/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.971, Loss: 0.032 Epoch 8 Batch 404/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.970, Loss: 0.027 Epoch 8 Batch 405/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.031 Epoch 8 Batch 406/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.031 Epoch 8 Batch 407/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.029 Epoch 8 Batch 408/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.020 Epoch 8 Batch 409/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.941, Loss: 0.061 Epoch 8 Batch 410/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.941, Loss: 0.044 Epoch 8 Batch 411/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.941, Loss: 0.053 Epoch 8 Batch 412/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.933, Loss: 0.051 Epoch 8 Batch 413/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.041 Epoch 8 Batch 414/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.032 Epoch 8 Batch 415/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.034 Epoch 8 Batch 416/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.039 Epoch 8 Batch 417/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.044 Epoch 8 Batch 418/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 419/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.021 Epoch 8 Batch 420/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.970, Loss: 0.019 Epoch 8 Batch 421/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.970, Loss: 0.061 Epoch 8 Batch 422/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.970, Loss: 0.027 Epoch 8 Batch 423/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 424/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.036 Epoch 8 Batch 425/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.021 Epoch 8 Batch 426/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.970, Loss: 0.028 Epoch 8 Batch 427/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.025 Epoch 8 Batch 428/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.020 Epoch 8 Batch 429/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.031 Epoch 8 Batch 430/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 431/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.969, Loss: 0.031 Epoch 8 Batch 432/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.048 Epoch 8 Batch 433/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.028 Epoch 8 Batch 434/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.044 Epoch 8 Batch 435/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 436/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.022 Epoch 8 Batch 437/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.044 Epoch 8 Batch 438/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 439/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.018 Epoch 8 Batch 440/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.950, Loss: 0.024 Epoch 8 Batch 441/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.034 Epoch 8 Batch 442/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.950, Loss: 0.041 Epoch 8 Batch 443/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.041 Epoch 8 Batch 444/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.036 Epoch 8 Batch 445/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.969, Loss: 0.031 Epoch 8 Batch 446/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 447/2154 - Train Accuracy: 0.990, Validation Accuracy: 0.969, Loss: 0.016 Epoch 8 Batch 448/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 449/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.034 Epoch 8 Batch 450/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.026 Epoch 8 Batch 451/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.040 Epoch 8 Batch 452/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.064 Epoch 8 Batch 453/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.037 Epoch 8 Batch 454/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.029 Epoch 8 Batch 455/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.044 Epoch 8 Batch 456/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.958, Loss: 0.035 Epoch 8 Batch 457/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.031 Epoch 8 Batch 458/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.025 Epoch 8 Batch 459/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.957, Loss: 0.042 Epoch 8 Batch 460/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.022 Epoch 8 Batch 461/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.034 Epoch 8 Batch 462/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.038 Epoch 8 Batch 463/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.960, Loss: 0.040 Epoch 8 Batch 464/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.960, Loss: 0.056 Epoch 8 Batch 465/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.037 Epoch 8 Batch 466/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.025 Epoch 8 Batch 467/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.032 Epoch 8 Batch 468/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.067 Epoch 8 Batch 469/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.960, Loss: 0.051 Epoch 8 Batch 470/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.040 Epoch 8 Batch 471/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.049 Epoch 8 Batch 472/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.023 Epoch 8 Batch 473/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.049 Epoch 8 Batch 474/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.030 Epoch 8 Batch 475/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.947, Loss: 0.029 Epoch 8 Batch 476/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.037 Epoch 8 Batch 477/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.036 Epoch 8 Batch 478/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.955, Loss: 0.031 Epoch 8 Batch 479/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.020 Epoch 8 Batch 480/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.024 Epoch 8 Batch 481/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.955, Loss: 0.018 Epoch 8 Batch 482/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.050 Epoch 8 Batch 483/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.020 Epoch 8 Batch 484/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.954, Loss: 0.020 Epoch 8 Batch 485/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.035 Epoch 8 Batch 486/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.959, Loss: 0.033 Epoch 8 Batch 487/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.064 Epoch 8 Batch 488/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.033 Epoch 8 Batch 489/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.954, Loss: 0.035 Epoch 8 Batch 490/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.037 Epoch 8 Batch 491/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.032 Epoch 8 Batch 492/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.966, Loss: 0.049 Epoch 8 Batch 493/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.966, Loss: 0.035 Epoch 8 Batch 494/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.957, Loss: 0.049 Epoch 8 Batch 495/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.038 Epoch 8 Batch 496/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.039 Epoch 8 Batch 497/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.037 Epoch 8 Batch 498/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.957, Loss: 0.046 Epoch 8 Batch 499/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.048 Epoch 8 Batch 500/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 501/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.957, Loss: 0.052 Epoch 8 Batch 502/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.966, Loss: 0.028 Epoch 8 Batch 503/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.025 Epoch 8 Batch 504/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.966, Loss: 0.069 Epoch 8 Batch 505/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.053 Epoch 8 Batch 506/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.029 Epoch 8 Batch 507/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.957, Loss: 0.043 Epoch 8 Batch 508/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.958, Loss: 0.038 Epoch 8 Batch 509/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.055 Epoch 8 Batch 510/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.039 Epoch 8 Batch 511/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.030 Epoch 8 Batch 512/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.030 Epoch 8 Batch 513/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.957, Loss: 0.076 Epoch 8 Batch 514/2154 - Train Accuracy: 0.897, Validation Accuracy: 0.957, Loss: 0.074 Epoch 8 Batch 515/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.946, Loss: 0.026 Epoch 8 Batch 516/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.945, Loss: 0.032 Epoch 8 Batch 517/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.937, Loss: 0.050 Epoch 8 Batch 518/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.937, Loss: 0.027 Epoch 8 Batch 519/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.937, Loss: 0.040 Epoch 8 Batch 520/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.937, Loss: 0.031 Epoch 8 Batch 521/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.948, Loss: 0.027 Epoch 8 Batch 522/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.026 Epoch 8 Batch 523/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.035 Epoch 8 Batch 524/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.953, Loss: 0.037 Epoch 8 Batch 525/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.953, Loss: 0.025 Epoch 8 Batch 526/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.953, Loss: 0.029 Epoch 8 Batch 527/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.024 Epoch 8 Batch 528/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.953, Loss: 0.025 Epoch 8 Batch 529/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.954, Loss: 0.039 Epoch 8 Batch 530/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.953, Loss: 0.042 Epoch 8 Batch 531/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.039 Epoch 8 Batch 532/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.030 Epoch 8 Batch 533/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.953, Loss: 0.033 Epoch 8 Batch 534/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.048 Epoch 8 Batch 535/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.033 Epoch 8 Batch 536/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.937, Loss: 0.020 Epoch 8 Batch 537/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.949, Loss: 0.051 Epoch 8 Batch 538/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.043 Epoch 8 Batch 539/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.949, Loss: 0.061 Epoch 8 Batch 540/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.949, Loss: 0.043 Epoch 8 Batch 541/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.949, Loss: 0.034 Epoch 8 Batch 542/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.050 Epoch 8 Batch 543/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.035 Epoch 8 Batch 544/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.025 Epoch 8 Batch 545/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.049 Epoch 8 Batch 546/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.058 Epoch 8 Batch 547/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.017 Epoch 8 Batch 548/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.948, Loss: 0.031 Epoch 8 Batch 549/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.035 Epoch 8 Batch 550/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.948, Loss: 0.037 Epoch 8 Batch 551/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.948, Loss: 0.035 Epoch 8 Batch 552/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.034 Epoch 8 Batch 553/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.080 Epoch 8 Batch 554/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.029 Epoch 8 Batch 555/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.957, Loss: 0.049 Epoch 8 Batch 556/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.030 Epoch 8 Batch 557/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.046 Epoch 8 Batch 558/2154 - Train Accuracy: 0.891, Validation Accuracy: 0.957, Loss: 0.058 Epoch 8 Batch 559/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.048 Epoch 8 Batch 560/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.045 Epoch 8 Batch 561/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.957, Loss: 0.046 Epoch 8 Batch 562/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.046 Epoch 8 Batch 563/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.059 Epoch 8 Batch 564/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 565/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.043 Epoch 8 Batch 566/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.957, Loss: 0.061 Epoch 8 Batch 567/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.035 Epoch 8 Batch 568/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.957, Loss: 0.049 Epoch 8 Batch 569/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.030 Epoch 8 Batch 570/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.044 Epoch 8 Batch 571/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.040 Epoch 8 Batch 572/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.033 Epoch 8 Batch 573/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.046 Epoch 8 Batch 574/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.051 Epoch 8 Batch 575/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.065 Epoch 8 Batch 576/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.961, Loss: 0.021 Epoch 8 Batch 577/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.045 Epoch 8 Batch 578/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.034 Epoch 8 Batch 579/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.033 Epoch 8 Batch 580/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.036 Epoch 8 Batch 581/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.042 Epoch 8 Batch 582/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.953, Loss: 0.058 Epoch 8 Batch 583/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.075 Epoch 8 Batch 584/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.953, Loss: 0.049 Epoch 8 Batch 585/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.945, Loss: 0.042 Epoch 8 Batch 586/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.033 Epoch 8 Batch 587/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.045 Epoch 8 Batch 588/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.940, Loss: 0.029 Epoch 8 Batch 589/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.940, Loss: 0.034 Epoch 8 Batch 590/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.052 Epoch 8 Batch 591/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.028 Epoch 8 Batch 592/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.058 Epoch 8 Batch 593/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.046 Epoch 8 Batch 594/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.038 Epoch 8 Batch 595/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.044 Epoch 8 Batch 596/2154 - Train Accuracy: 0.900, Validation Accuracy: 0.957, Loss: 0.062 Epoch 8 Batch 597/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 598/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.047 Epoch 8 Batch 599/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.049 Epoch 8 Batch 600/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.949, Loss: 0.034 Epoch 8 Batch 601/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.949, Loss: 0.020 Epoch 8 Batch 602/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.044 Epoch 8 Batch 603/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.038 Epoch 8 Batch 604/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.032 Epoch 8 Batch 605/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.949, Loss: 0.050 Epoch 8 Batch 606/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.949, Loss: 0.029 Epoch 8 Batch 607/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.949, Loss: 0.033 Epoch 8 Batch 608/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.047 Epoch 8 Batch 609/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.063 Epoch 8 Batch 610/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.030 Epoch 8 Batch 611/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 612/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.024 Epoch 8 Batch 613/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.055 Epoch 8 Batch 614/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.030 Epoch 8 Batch 615/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.037 Epoch 8 Batch 616/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.035 Epoch 8 Batch 617/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 618/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.053 Epoch 8 Batch 619/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.021 Epoch 8 Batch 620/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.027 Epoch 8 Batch 621/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.948, Loss: 0.040 Epoch 8 Batch 622/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.948, Loss: 0.032 Epoch 8 Batch 623/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.940, Loss: 0.031 Epoch 8 Batch 624/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.042 Epoch 8 Batch 625/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.940, Loss: 0.039 Epoch 8 Batch 626/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.940, Loss: 0.037 Epoch 8 Batch 627/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.940, Loss: 0.036 Epoch 8 Batch 628/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.940, Loss: 0.024 Epoch 8 Batch 629/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.940, Loss: 0.043 Epoch 8 Batch 630/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.932, Loss: 0.034 Epoch 8 Batch 631/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.949, Loss: 0.030 Epoch 8 Batch 632/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.044 Epoch 8 Batch 633/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.031 Epoch 8 Batch 634/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.037 Epoch 8 Batch 635/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.044 Epoch 8 Batch 636/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.051 Epoch 8 Batch 637/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.040 Epoch 8 Batch 638/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.957, Loss: 0.024 Epoch 8 Batch 639/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.045 Epoch 8 Batch 640/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.039 Epoch 8 Batch 641/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.029 Epoch 8 Batch 642/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.054 Epoch 8 Batch 643/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.949, Loss: 0.018 Epoch 8 Batch 644/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.045 Epoch 8 Batch 645/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.949, Loss: 0.030 Epoch 8 Batch 646/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.036 Epoch 8 Batch 647/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.044 Epoch 8 Batch 648/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.958, Loss: 0.033 Epoch 8 Batch 649/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.020 Epoch 8 Batch 650/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.958, Loss: 0.029 Epoch 8 Batch 651/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.958, Loss: 0.035 Epoch 8 Batch 652/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.958, Loss: 0.036 Epoch 8 Batch 653/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.046 Epoch 8 Batch 654/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.036 Epoch 8 Batch 655/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.049 Epoch 8 Batch 656/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.970, Loss: 0.047 Epoch 8 Batch 657/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.043 Epoch 8 Batch 658/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.970, Loss: 0.035 Epoch 8 Batch 659/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.039 Epoch 8 Batch 660/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.038 Epoch 8 Batch 661/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.970, Loss: 0.043 Epoch 8 Batch 662/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.047 Epoch 8 Batch 663/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.044 Epoch 8 Batch 664/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.969, Loss: 0.035 Epoch 8 Batch 665/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.021 Epoch 8 Batch 666/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.024 Epoch 8 Batch 667/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.025 Epoch 8 Batch 668/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 669/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.056 Epoch 8 Batch 670/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.035 Epoch 8 Batch 671/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.977, Loss: 0.067 Epoch 8 Batch 672/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.025 Epoch 8 Batch 673/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.968, Loss: 0.106 Epoch 8 Batch 674/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.968, Loss: 0.036 Epoch 8 Batch 675/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.043 Epoch 8 Batch 676/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 677/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.960, Loss: 0.047 Epoch 8 Batch 678/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.960, Loss: 0.061 Epoch 8 Batch 679/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 680/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.037 Epoch 8 Batch 681/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.960, Loss: 0.041 Epoch 8 Batch 682/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.026 Epoch 8 Batch 683/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.960, Loss: 0.025 Epoch 8 Batch 684/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.960, Loss: 0.071 Epoch 8 Batch 685/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.023 Epoch 8 Batch 686/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.022 Epoch 8 Batch 687/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.979, Loss: 0.045 Epoch 8 Batch 688/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.979, Loss: 0.033 Epoch 8 Batch 689/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.979, Loss: 0.024 Epoch 8 Batch 690/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.979, Loss: 0.048 Epoch 8 Batch 691/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.979, Loss: 0.035 Epoch 8 Batch 692/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.967, Loss: 0.028 Epoch 8 Batch 693/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.050 Epoch 8 Batch 694/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.957, Loss: 0.033 Epoch 8 Batch 695/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.957, Loss: 0.024 Epoch 8 Batch 696/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.028 Epoch 8 Batch 697/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.023 Epoch 8 Batch 698/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.035 Epoch 8 Batch 699/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.949, Loss: 0.034 Epoch 8 Batch 700/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.024 Epoch 8 Batch 701/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.033 Epoch 8 Batch 702/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.033 Epoch 8 Batch 703/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.032 Epoch 8 Batch 704/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.950, Loss: 0.029 Epoch 8 Batch 705/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.032 Epoch 8 Batch 706/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.033 Epoch 8 Batch 707/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.026 Epoch 8 Batch 708/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.048 Epoch 8 Batch 709/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.967, Loss: 0.048 Epoch 8 Batch 710/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.967, Loss: 0.034 Epoch 8 Batch 711/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.032 Epoch 8 Batch 712/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.958, Loss: 0.044 Epoch 8 Batch 713/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.035 Epoch 8 Batch 714/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.046 Epoch 8 Batch 715/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.033 Epoch 8 Batch 716/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.958, Loss: 0.035 Epoch 8 Batch 717/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.958, Loss: 0.048 Epoch 8 Batch 718/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.963, Loss: 0.035 Epoch 8 Batch 719/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.963, Loss: 0.047 Epoch 8 Batch 720/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.034 Epoch 8 Batch 721/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.028 Epoch 8 Batch 722/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.021 Epoch 8 Batch 723/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.963, Loss: 0.030 Epoch 8 Batch 724/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.024 Epoch 8 Batch 725/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.963, Loss: 0.039 Epoch 8 Batch 726/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.958, Loss: 0.051 Epoch 8 Batch 727/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.950, Loss: 0.044 Epoch 8 Batch 728/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.957, Loss: 0.039 Epoch 8 Batch 729/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 730/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.069 Epoch 8 Batch 731/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.021 Epoch 8 Batch 732/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.966, Loss: 0.022 Epoch 8 Batch 733/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.966, Loss: 0.030 Epoch 8 Batch 734/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.966, Loss: 0.048 Epoch 8 Batch 735/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.019 Epoch 8 Batch 736/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.966, Loss: 0.021 Epoch 8 Batch 737/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.966, Loss: 0.060 Epoch 8 Batch 738/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.966, Loss: 0.024 Epoch 8 Batch 739/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.966, Loss: 0.031 Epoch 8 Batch 740/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.966, Loss: 0.038 Epoch 8 Batch 741/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.061 Epoch 8 Batch 742/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.966, Loss: 0.021 Epoch 8 Batch 743/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.026 Epoch 8 Batch 744/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.034 Epoch 8 Batch 745/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.023 Epoch 8 Batch 746/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.966, Loss: 0.022 Epoch 8 Batch 747/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.966, Loss: 0.039 Epoch 8 Batch 748/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.967, Loss: 0.022 Epoch 8 Batch 749/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.967, Loss: 0.037 Epoch 8 Batch 750/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.037 Epoch 8 Batch 751/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.037 Epoch 8 Batch 752/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.025 Epoch 8 Batch 753/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.053 Epoch 8 Batch 754/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.037 Epoch 8 Batch 755/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.967, Loss: 0.035 Epoch 8 Batch 756/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.967, Loss: 0.050 Epoch 8 Batch 757/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.056 Epoch 8 Batch 758/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.979, Loss: 0.019 Epoch 8 Batch 759/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.046 Epoch 8 Batch 760/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.054 Epoch 8 Batch 761/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.957, Loss: 0.028 Epoch 8 Batch 762/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.024 Epoch 8 Batch 763/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.053 Epoch 8 Batch 764/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 765/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.060 Epoch 8 Batch 766/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.957, Loss: 0.050 Epoch 8 Batch 767/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.043 Epoch 8 Batch 768/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.957, Loss: 0.025 Epoch 8 Batch 769/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.044 Epoch 8 Batch 770/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.024 Epoch 8 Batch 771/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.033 Epoch 8 Batch 772/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.023 Epoch 8 Batch 773/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.040 Epoch 8 Batch 774/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.033 Epoch 8 Batch 775/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 776/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.035 Epoch 8 Batch 777/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.027 Epoch 8 Batch 778/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.030 Epoch 8 Batch 779/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.968, Loss: 0.044 Epoch 8 Batch 780/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 781/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 782/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.969, Loss: 0.056 Epoch 8 Batch 783/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.027 Epoch 8 Batch 784/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.969, Loss: 0.063 Epoch 8 Batch 785/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 786/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.063 Epoch 8 Batch 787/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.036 Epoch 8 Batch 788/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.969, Loss: 0.036 Epoch 8 Batch 789/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 790/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.969, Loss: 0.023 Epoch 8 Batch 791/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 792/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 793/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.038 Epoch 8 Batch 794/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.036 Epoch 8 Batch 795/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 796/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 797/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 798/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.051 Epoch 8 Batch 799/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.969, Loss: 0.046 Epoch 8 Batch 800/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.020 Epoch 8 Batch 801/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.969, Loss: 0.048 Epoch 8 Batch 802/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.055 Epoch 8 Batch 803/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.028 Epoch 8 Batch 804/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.026 Epoch 8 Batch 805/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.015 Epoch 8 Batch 806/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 807/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 808/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.969, Loss: 0.058 Epoch 8 Batch 809/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.046 Epoch 8 Batch 810/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.966, Loss: 0.041 Epoch 8 Batch 811/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.058 Epoch 8 Batch 812/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.029 Epoch 8 Batch 813/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.035 Epoch 8 Batch 814/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 815/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.048 Epoch 8 Batch 816/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.034 Epoch 8 Batch 817/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.055 Epoch 8 Batch 818/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 819/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.044 Epoch 8 Batch 820/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.053 Epoch 8 Batch 821/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.072 Epoch 8 Batch 822/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.040 Epoch 8 Batch 823/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.028 Epoch 8 Batch 824/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.058 Epoch 8 Batch 825/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.027 Epoch 8 Batch 826/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.958, Loss: 0.029 Epoch 8 Batch 827/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.958, Loss: 0.034 Epoch 8 Batch 828/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.036 Epoch 8 Batch 829/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.017 Epoch 8 Batch 830/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.958, Loss: 0.056 Epoch 8 Batch 831/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.057 Epoch 8 Batch 832/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.035 Epoch 8 Batch 833/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.043 Epoch 8 Batch 834/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 835/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.075 Epoch 8 Batch 836/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.069 Epoch 8 Batch 837/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.045 Epoch 8 Batch 838/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.025 Epoch 8 Batch 839/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 840/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.053 Epoch 8 Batch 841/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.024 Epoch 8 Batch 842/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.026 Epoch 8 Batch 843/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.978, Loss: 0.058 Epoch 8 Batch 844/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.978, Loss: 0.046 Epoch 8 Batch 845/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.978, Loss: 0.029 Epoch 8 Batch 846/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.978, Loss: 0.022 Epoch 8 Batch 847/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.977, Loss: 0.035 Epoch 8 Batch 848/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.977, Loss: 0.052 Epoch 8 Batch 849/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.044 Epoch 8 Batch 850/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.024 Epoch 8 Batch 851/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.034 Epoch 8 Batch 852/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.027 Epoch 8 Batch 853/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.033 Epoch 8 Batch 854/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.036 Epoch 8 Batch 855/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.964, Loss: 0.044 Epoch 8 Batch 856/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.965, Loss: 0.027 Epoch 8 Batch 857/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.021 Epoch 8 Batch 858/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.034 Epoch 8 Batch 859/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.029 Epoch 8 Batch 860/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.039 Epoch 8 Batch 861/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.965, Loss: 0.024 Epoch 8 Batch 862/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.965, Loss: 0.033 Epoch 8 Batch 863/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.017 Epoch 8 Batch 864/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.034 Epoch 8 Batch 865/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.965, Loss: 0.036 Epoch 8 Batch 866/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.965, Loss: 0.040 Epoch 8 Batch 867/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.965, Loss: 0.076 Epoch 8 Batch 868/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.031 Epoch 8 Batch 869/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.965, Loss: 0.027 Epoch 8 Batch 870/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.036 Epoch 8 Batch 871/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.965, Loss: 0.049 Epoch 8 Batch 872/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.965, Loss: 0.052 Epoch 8 Batch 873/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 874/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.945, Loss: 0.035 Epoch 8 Batch 875/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.041 Epoch 8 Batch 876/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.937, Loss: 0.025 Epoch 8 Batch 877/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.937, Loss: 0.037 Epoch 8 Batch 878/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.937, Loss: 0.037 Epoch 8 Batch 879/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.937, Loss: 0.031 Epoch 8 Batch 880/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.937, Loss: 0.047 Epoch 8 Batch 881/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.937, Loss: 0.044 Epoch 8 Batch 882/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.937, Loss: 0.046 Epoch 8 Batch 883/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.032 Epoch 8 Batch 884/2154 - Train Accuracy: 0.910, Validation Accuracy: 0.954, Loss: 0.029 Epoch 8 Batch 885/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.953, Loss: 0.050 Epoch 8 Batch 886/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.025 Epoch 8 Batch 887/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.018 Epoch 8 Batch 888/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.035 Epoch 8 Batch 889/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.038 Epoch 8 Batch 890/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.032 Epoch 8 Batch 891/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.942, Loss: 0.056 Epoch 8 Batch 892/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.942, Loss: 0.013 Epoch 8 Batch 893/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.942, Loss: 0.021 Epoch 8 Batch 894/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.028 Epoch 8 Batch 895/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.942, Loss: 0.029 Epoch 8 Batch 896/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.942, Loss: 0.022 Epoch 8 Batch 897/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.942, Loss: 0.052 Epoch 8 Batch 898/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.942, Loss: 0.032 Epoch 8 Batch 899/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.942, Loss: 0.036 Epoch 8 Batch 900/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.942, Loss: 0.043 Epoch 8 Batch 901/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.942, Loss: 0.044 Epoch 8 Batch 902/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.951, Loss: 0.048 Epoch 8 Batch 903/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.951, Loss: 0.034 Epoch 8 Batch 904/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.951, Loss: 0.039 Epoch 8 Batch 905/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.951, Loss: 0.025 Epoch 8 Batch 906/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.951, Loss: 0.041 Epoch 8 Batch 907/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.960, Loss: 0.048 Epoch 8 Batch 908/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.960, Loss: 0.048 Epoch 8 Batch 909/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.045 Epoch 8 Batch 910/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.044 Epoch 8 Batch 911/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.040 Epoch 8 Batch 912/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.963, Loss: 0.059 Epoch 8 Batch 913/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.038 Epoch 8 Batch 914/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.967, Loss: 0.047 Epoch 8 Batch 915/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.023 Epoch 8 Batch 916/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.958, Loss: 0.029 Epoch 8 Batch 917/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.958, Loss: 0.045 Epoch 8 Batch 918/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.958, Loss: 0.047 Epoch 8 Batch 919/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.958, Loss: 0.054 Epoch 8 Batch 920/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.025 Epoch 8 Batch 921/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.034 Epoch 8 Batch 922/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.050 Epoch 8 Batch 923/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.958, Loss: 0.035 Epoch 8 Batch 924/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.027 Epoch 8 Batch 925/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.021 Epoch 8 Batch 926/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.042 Epoch 8 Batch 927/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 928/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.969, Loss: 0.021 Epoch 8 Batch 929/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.026 Epoch 8 Batch 930/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.042 Epoch 8 Batch 931/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 932/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.053 Epoch 8 Batch 933/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.033 Epoch 8 Batch 934/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.025 Epoch 8 Batch 935/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.044 Epoch 8 Batch 936/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.030 Epoch 8 Batch 937/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.027 Epoch 8 Batch 938/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.043 Epoch 8 Batch 939/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 940/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.043 Epoch 8 Batch 941/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 942/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.031 Epoch 8 Batch 943/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.027 Epoch 8 Batch 944/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 945/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.978, Loss: 0.037 Epoch 8 Batch 946/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.978, Loss: 0.036 Epoch 8 Batch 947/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.978, Loss: 0.039 Epoch 8 Batch 948/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.978, Loss: 0.026 Epoch 8 Batch 949/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.978, Loss: 0.029 Epoch 8 Batch 950/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.978, Loss: 0.041 Epoch 8 Batch 951/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.978, Loss: 0.027 Epoch 8 Batch 952/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.978, Loss: 0.037 Epoch 8 Batch 953/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.978, Loss: 0.032 Epoch 8 Batch 954/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.978, Loss: 0.021 Epoch 8 Batch 955/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.979, Loss: 0.048 Epoch 8 Batch 956/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.047 Epoch 8 Batch 957/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.039 Epoch 8 Batch 958/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.030 Epoch 8 Batch 959/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.040 Epoch 8 Batch 960/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.043 Epoch 8 Batch 961/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.052 Epoch 8 Batch 962/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.038 Epoch 8 Batch 963/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.035 Epoch 8 Batch 964/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.961, Loss: 0.046 Epoch 8 Batch 965/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.961, Loss: 0.047 Epoch 8 Batch 966/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.961, Loss: 0.033 Epoch 8 Batch 967/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.026 Epoch 8 Batch 968/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.045 Epoch 8 Batch 969/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.965, Loss: 0.040 Epoch 8 Batch 970/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.965, Loss: 0.050 Epoch 8 Batch 971/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.965, Loss: 0.044 Epoch 8 Batch 972/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.964, Loss: 0.038 Epoch 8 Batch 973/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.023 Epoch 8 Batch 974/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.022 Epoch 8 Batch 975/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.948, Loss: 0.043 Epoch 8 Batch 976/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.948, Loss: 0.033 Epoch 8 Batch 977/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.038 Epoch 8 Batch 978/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.948, Loss: 0.043 Epoch 8 Batch 979/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.049 Epoch 8 Batch 980/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.948, Loss: 0.037 Epoch 8 Batch 981/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.948, Loss: 0.032 Epoch 8 Batch 982/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.949, Loss: 0.031 Epoch 8 Batch 983/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.059 Epoch 8 Batch 984/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.047 Epoch 8 Batch 985/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.063 Epoch 8 Batch 986/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.033 Epoch 8 Batch 987/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.028 Epoch 8 Batch 988/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.948, Loss: 0.029 Epoch 8 Batch 989/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.952, Loss: 0.017 Epoch 8 Batch 990/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.029 Epoch 8 Batch 991/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.027 Epoch 8 Batch 992/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.952, Loss: 0.033 Epoch 8 Batch 993/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.953, Loss: 0.039 Epoch 8 Batch 994/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.965, Loss: 0.042 Epoch 8 Batch 995/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.031 Epoch 8 Batch 996/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.960, Loss: 0.057 Epoch 8 Batch 997/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.960, Loss: 0.032 Epoch 8 Batch 998/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.050 Epoch 8 Batch 999/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.030 Epoch 8 Batch 1000/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.968, Loss: 0.026 Epoch 8 Batch 1001/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.018 Epoch 8 Batch 1002/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.959, Loss: 0.025 Epoch 8 Batch 1003/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.020 Epoch 8 Batch 1004/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.950, Loss: 0.024 Epoch 8 Batch 1005/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.026 Epoch 8 Batch 1006/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.049 Epoch 8 Batch 1007/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.027 Epoch 8 Batch 1008/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.053 Epoch 8 Batch 1009/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.034 Epoch 8 Batch 1010/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.959, Loss: 0.021 Epoch 8 Batch 1011/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.960, Loss: 0.032 Epoch 8 Batch 1012/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.038 Epoch 8 Batch 1013/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 1014/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.050 Epoch 8 Batch 1015/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.048 Epoch 8 Batch 1016/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.949, Loss: 0.030 Epoch 8 Batch 1017/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.025 Epoch 8 Batch 1018/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.958, Loss: 0.022 Epoch 8 Batch 1019/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 1020/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.051 Epoch 8 Batch 1021/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.970, Loss: 0.049 Epoch 8 Batch 1022/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 1023/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 1024/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.040 Epoch 8 Batch 1025/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.025 Epoch 8 Batch 1026/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 1027/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.968, Loss: 0.035 Epoch 8 Batch 1028/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.968, Loss: 0.056 Epoch 8 Batch 1029/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.038 Epoch 8 Batch 1030/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.968, Loss: 0.030 Epoch 8 Batch 1031/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.045 Epoch 8 Batch 1032/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 1033/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.031 Epoch 8 Batch 1034/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.047 Epoch 8 Batch 1035/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.027 Epoch 8 Batch 1036/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.957, Loss: 0.048 Epoch 8 Batch 1037/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.956, Loss: 0.036 Epoch 8 Batch 1038/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.956, Loss: 0.035 Epoch 8 Batch 1039/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.956, Loss: 0.049 Epoch 8 Batch 1040/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.956, Loss: 0.026 Epoch 8 Batch 1041/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.956, Loss: 0.041 Epoch 8 Batch 1042/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.022 Epoch 8 Batch 1043/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.956, Loss: 0.027 Epoch 8 Batch 1044/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.956, Loss: 0.038 Epoch 8 Batch 1045/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.956, Loss: 0.050 Epoch 8 Batch 1046/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.956, Loss: 0.047 Epoch 8 Batch 1047/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.042 Epoch 8 Batch 1048/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.039 Epoch 8 Batch 1049/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.033 Epoch 8 Batch 1050/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.956, Loss: 0.055 Epoch 8 Batch 1051/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.032 Epoch 8 Batch 1052/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.054 Epoch 8 Batch 1053/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.031 Epoch 8 Batch 1054/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 1055/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 1056/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.957, Loss: 0.040 Epoch 8 Batch 1057/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.969, Loss: 0.041 Epoch 8 Batch 1058/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.042 Epoch 8 Batch 1059/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.038 Epoch 8 Batch 1060/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.042 Epoch 8 Batch 1061/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.049 Epoch 8 Batch 1062/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.059 Epoch 8 Batch 1063/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.050 Epoch 8 Batch 1064/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.031 Epoch 8 Batch 1065/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.040 Epoch 8 Batch 1066/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.969, Loss: 0.057 Epoch 8 Batch 1067/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 1068/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 1069/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.969, Loss: 0.027 Epoch 8 Batch 1070/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.969, Loss: 0.048 Epoch 8 Batch 1071/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 1072/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 1073/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 1074/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.024 Epoch 8 Batch 1075/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.969, Loss: 0.035 Epoch 8 Batch 1076/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.969, Loss: 0.047 Epoch 8 Batch 1077/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.979, Loss: 0.025 Epoch 8 Batch 1078/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.979, Loss: 0.036 Epoch 8 Batch 1079/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.979, Loss: 0.074 Epoch 8 Batch 1080/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.979, Loss: 0.056 Epoch 8 Batch 1081/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.979, Loss: 0.025 Epoch 8 Batch 1082/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.979, Loss: 0.039 Epoch 8 Batch 1083/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.979, Loss: 0.027 Epoch 8 Batch 1084/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.979, Loss: 0.035 Epoch 8 Batch 1085/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.979, Loss: 0.023 Epoch 8 Batch 1086/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.979, Loss: 0.046 Epoch 8 Batch 1087/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.979, Loss: 0.044 Epoch 8 Batch 1088/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.979, Loss: 0.023 Epoch 8 Batch 1089/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.978, Loss: 0.029 Epoch 8 Batch 1090/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.977, Loss: 0.037 Epoch 8 Batch 1091/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.971, Loss: 0.040 Epoch 8 Batch 1092/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.971, Loss: 0.043 Epoch 8 Batch 1093/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.971, Loss: 0.051 Epoch 8 Batch 1094/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.971, Loss: 0.033 Epoch 8 Batch 1095/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.971, Loss: 0.026 Epoch 8 Batch 1096/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.971, Loss: 0.052 Epoch 8 Batch 1097/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.978, Loss: 0.060 Epoch 8 Batch 1098/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.978, Loss: 0.043 Epoch 8 Batch 1099/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.977, Loss: 0.040 Epoch 8 Batch 1100/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.977, Loss: 0.049 Epoch 8 Batch 1101/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.024 Epoch 8 Batch 1102/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.960, Loss: 0.037 Epoch 8 Batch 1103/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.021 Epoch 8 Batch 1104/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.961, Loss: 0.047 Epoch 8 Batch 1105/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.040 Epoch 8 Batch 1106/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.961, Loss: 0.055 Epoch 8 Batch 1107/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.047 Epoch 8 Batch 1108/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.960, Loss: 0.051 Epoch 8 Batch 1109/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.032 Epoch 8 Batch 1110/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.961, Loss: 0.044 Epoch 8 Batch 1111/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.029 Epoch 8 Batch 1112/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.026 Epoch 8 Batch 1113/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.976, Loss: 0.027 Epoch 8 Batch 1114/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.976, Loss: 0.040 Epoch 8 Batch 1115/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.976, Loss: 0.033 Epoch 8 Batch 1116/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.976, Loss: 0.025 Epoch 8 Batch 1117/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.976, Loss: 0.030 Epoch 8 Batch 1118/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 1119/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 1120/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.968, Loss: 0.020 Epoch 8 Batch 1121/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.968, Loss: 0.044 Epoch 8 Batch 1122/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.968, Loss: 0.037 Epoch 8 Batch 1123/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.968, Loss: 0.041 Epoch 8 Batch 1124/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.025 Epoch 8 Batch 1125/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.968, Loss: 0.037 Epoch 8 Batch 1126/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.043 Epoch 8 Batch 1127/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.036 Epoch 8 Batch 1128/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.967, Loss: 0.034 Epoch 8 Batch 1129/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.061 Epoch 8 Batch 1130/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.042 Epoch 8 Batch 1131/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.956, Loss: 0.039 Epoch 8 Batch 1132/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.055 Epoch 8 Batch 1133/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.026 Epoch 8 Batch 1134/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.030 Epoch 8 Batch 1135/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.031 Epoch 8 Batch 1136/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.045 Epoch 8 Batch 1137/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.031 Epoch 8 Batch 1138/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.047 Epoch 8 Batch 1139/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.967, Loss: 0.024 Epoch 8 Batch 1140/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.030 Epoch 8 Batch 1141/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.043 Epoch 8 Batch 1142/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.046 Epoch 8 Batch 1143/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.024 Epoch 8 Batch 1144/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 1145/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.034 Epoch 8 Batch 1146/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.026 Epoch 8 Batch 1147/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.056 Epoch 8 Batch 1148/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.061 Epoch 8 Batch 1149/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.055 Epoch 8 Batch 1150/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.977, Loss: 0.052 Epoch 8 Batch 1151/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.977, Loss: 0.035 Epoch 8 Batch 1152/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.022 Epoch 8 Batch 1153/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.036 Epoch 8 Batch 1154/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.969, Loss: 0.041 Epoch 8 Batch 1155/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.028 Epoch 8 Batch 1156/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.043 Epoch 8 Batch 1157/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 1158/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 1159/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.046 Epoch 8 Batch 1160/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 1161/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.018 Epoch 8 Batch 1162/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 1163/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 1164/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.040 Epoch 8 Batch 1165/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.977, Loss: 0.038 Epoch 8 Batch 1166/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.028 Epoch 8 Batch 1167/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.977, Loss: 0.042 Epoch 8 Batch 1168/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.041 Epoch 8 Batch 1169/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.977, Loss: 0.051 Epoch 8 Batch 1170/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.977, Loss: 0.034 Epoch 8 Batch 1171/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.022 Epoch 8 Batch 1172/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.022 Epoch 8 Batch 1173/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.977, Loss: 0.037 Epoch 8 Batch 1174/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.977, Loss: 0.026 Epoch 8 Batch 1175/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.977, Loss: 0.043 Epoch 8 Batch 1176/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.977, Loss: 0.034 Epoch 8 Batch 1177/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.977, Loss: 0.028 Epoch 8 Batch 1178/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.977, Loss: 0.043 Epoch 8 Batch 1179/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.977, Loss: 0.032 Epoch 8 Batch 1180/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.977, Loss: 0.039 Epoch 8 Batch 1181/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.977, Loss: 0.045 Epoch 8 Batch 1182/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.020 Epoch 8 Batch 1183/2154 - Train Accuracy: 0.990, Validation Accuracy: 0.977, Loss: 0.032 Epoch 8 Batch 1184/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.977, Loss: 0.056 Epoch 8 Batch 1185/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.977, Loss: 0.040 Epoch 8 Batch 1186/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.034 Epoch 8 Batch 1187/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.977, Loss: 0.059 Epoch 8 Batch 1188/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.977, Loss: 0.049 Epoch 8 Batch 1189/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.977, Loss: 0.035 Epoch 8 Batch 1190/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.036 Epoch 8 Batch 1191/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.028 Epoch 8 Batch 1192/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.041 Epoch 8 Batch 1193/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.977, Loss: 0.034 Epoch 8 Batch 1194/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.977, Loss: 0.042 Epoch 8 Batch 1195/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.025 Epoch 8 Batch 1196/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.025 Epoch 8 Batch 1197/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.977, Loss: 0.043 Epoch 8 Batch 1198/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.977, Loss: 0.032 Epoch 8 Batch 1199/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.977, Loss: 0.053 Epoch 8 Batch 1200/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.977, Loss: 0.086 Epoch 8 Batch 1201/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.030 Epoch 8 Batch 1202/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.977, Loss: 0.049 Epoch 8 Batch 1203/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.977, Loss: 0.029 Epoch 8 Batch 1204/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.977, Loss: 0.050 Epoch 8 Batch 1205/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.977, Loss: 0.040 Epoch 8 Batch 1206/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.977, Loss: 0.026 Epoch 8 Batch 1207/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.026 Epoch 8 Batch 1208/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.977, Loss: 0.027 Epoch 8 Batch 1209/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.977, Loss: 0.057 Epoch 8 Batch 1210/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.977, Loss: 0.042 Epoch 8 Batch 1211/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.977, Loss: 0.025 Epoch 8 Batch 1212/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.977, Loss: 0.084 Epoch 8 Batch 1213/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.038 Epoch 8 Batch 1214/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.024 Epoch 8 Batch 1215/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.053 Epoch 8 Batch 1216/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.978, Loss: 0.045 Epoch 8 Batch 1217/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.978, Loss: 0.025 Epoch 8 Batch 1218/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.967, Loss: 0.054 Epoch 8 Batch 1219/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.967, Loss: 0.064 Epoch 8 Batch 1220/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.027 Epoch 8 Batch 1221/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.979, Loss: 0.053 Epoch 8 Batch 1222/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.979, Loss: 0.036 Epoch 8 Batch 1223/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.979, Loss: 0.036 Epoch 8 Batch 1224/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.979, Loss: 0.031 Epoch 8 Batch 1225/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.979, Loss: 0.030 Epoch 8 Batch 1226/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 1227/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.969, Loss: 0.067 Epoch 8 Batch 1228/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.021 Epoch 8 Batch 1229/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.977, Loss: 0.029 Epoch 8 Batch 1230/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.977, Loss: 0.032 Epoch 8 Batch 1231/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.028 Epoch 8 Batch 1232/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.057 Epoch 8 Batch 1233/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.977, Loss: 0.056 Epoch 8 Batch 1234/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.036 Epoch 8 Batch 1235/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.972, Loss: 0.033 Epoch 8 Batch 1236/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.050 Epoch 8 Batch 1237/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.034 Epoch 8 Batch 1238/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.961, Loss: 0.019 Epoch 8 Batch 1239/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.021 Epoch 8 Batch 1240/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.033 Epoch 8 Batch 1241/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.028 Epoch 8 Batch 1242/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.036 Epoch 8 Batch 1243/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.961, Loss: 0.029 Epoch 8 Batch 1244/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.038 Epoch 8 Batch 1245/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.960, Loss: 0.071 Epoch 8 Batch 1246/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.972, Loss: 0.029 Epoch 8 Batch 1247/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.962, Loss: 0.044 Epoch 8 Batch 1248/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.040 Epoch 8 Batch 1249/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.054 Epoch 8 Batch 1250/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.959, Loss: 0.027 Epoch 8 Batch 1251/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.947, Loss: 0.026 Epoch 8 Batch 1252/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.947, Loss: 0.038 Epoch 8 Batch 1253/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.947, Loss: 0.038 Epoch 8 Batch 1254/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.947, Loss: 0.048 Epoch 8 Batch 1255/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.948, Loss: 0.041 Epoch 8 Batch 1256/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.948, Loss: 0.035 Epoch 8 Batch 1257/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.043 Epoch 8 Batch 1258/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.031 Epoch 8 Batch 1259/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.026 Epoch 8 Batch 1260/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.952, Loss: 0.048 Epoch 8 Batch 1261/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 1262/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.026 Epoch 8 Batch 1263/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.031 Epoch 8 Batch 1264/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.056 Epoch 8 Batch 1265/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.952, Loss: 0.038 Epoch 8 Batch 1266/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.029 Epoch 8 Batch 1267/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.034 Epoch 8 Batch 1268/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.034 Epoch 8 Batch 1269/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.973, Loss: 0.030 Epoch 8 Batch 1270/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.973, Loss: 0.033 Epoch 8 Batch 1271/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.026 Epoch 8 Batch 1272/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.973, Loss: 0.064 Epoch 8 Batch 1273/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.973, Loss: 0.037 Epoch 8 Batch 1274/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.973, Loss: 0.038 Epoch 8 Batch 1275/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.973, Loss: 0.053 Epoch 8 Batch 1276/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.021 Epoch 8 Batch 1277/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.978, Loss: 0.023 Epoch 8 Batch 1278/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.978, Loss: 0.046 Epoch 8 Batch 1279/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.047 Epoch 8 Batch 1280/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.977, Loss: 0.073 Epoch 8 Batch 1281/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.977, Loss: 0.050 Epoch 8 Batch 1282/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.982, Loss: 0.033 Epoch 8 Batch 1283/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.982, Loss: 0.016 Epoch 8 Batch 1284/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.983, Loss: 0.035 Epoch 8 Batch 1285/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.983, Loss: 0.036 Epoch 8 Batch 1286/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.983, Loss: 0.031 Epoch 8 Batch 1287/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.983, Loss: 0.027 Epoch 8 Batch 1288/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.022 Epoch 8 Batch 1289/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.974, Loss: 0.052 Epoch 8 Batch 1290/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.974, Loss: 0.032 Epoch 8 Batch 1291/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.974, Loss: 0.046 Epoch 8 Batch 1292/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.044 Epoch 8 Batch 1293/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.023 Epoch 8 Batch 1294/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.036 Epoch 8 Batch 1295/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.056 Epoch 8 Batch 1296/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.035 Epoch 8 Batch 1297/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.038 Epoch 8 Batch 1298/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.964, Loss: 0.026 Epoch 8 Batch 1299/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.964, Loss: 0.026 Epoch 8 Batch 1300/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.036 Epoch 8 Batch 1301/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.029 Epoch 8 Batch 1302/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.984, Loss: 0.049 Epoch 8 Batch 1303/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.984, Loss: 0.039 Epoch 8 Batch 1304/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.983, Loss: 0.033 Epoch 8 Batch 1305/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.983, Loss: 0.038 Epoch 8 Batch 1306/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.983, Loss: 0.039 Epoch 8 Batch 1307/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.972, Loss: 0.050 Epoch 8 Batch 1308/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.972, Loss: 0.041 Epoch 8 Batch 1309/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.023 Epoch 8 Batch 1310/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.036 Epoch 8 Batch 1311/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.031 Epoch 8 Batch 1312/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.967, Loss: 0.056 Epoch 8 Batch 1313/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.967, Loss: 0.036 Epoch 8 Batch 1314/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.034 Epoch 8 Batch 1315/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.053 Epoch 8 Batch 1316/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.037 Epoch 8 Batch 1317/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.029 Epoch 8 Batch 1318/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.032 Epoch 8 Batch 1319/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.059 Epoch 8 Batch 1320/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.957, Loss: 0.019 Epoch 8 Batch 1321/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.952, Loss: 0.034 Epoch 8 Batch 1322/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.952, Loss: 0.035 Epoch 8 Batch 1323/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.031 Epoch 8 Batch 1324/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.952, Loss: 0.033 Epoch 8 Batch 1325/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.952, Loss: 0.019 Epoch 8 Batch 1326/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.952, Loss: 0.057 Epoch 8 Batch 1327/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.038 Epoch 8 Batch 1328/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.943, Loss: 0.037 Epoch 8 Batch 1329/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.944, Loss: 0.023 Epoch 8 Batch 1330/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.944, Loss: 0.039 Epoch 8 Batch 1331/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.944, Loss: 0.035 Epoch 8 Batch 1332/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.944, Loss: 0.030 Epoch 8 Batch 1333/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.944, Loss: 0.033 Epoch 8 Batch 1334/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.953, Loss: 0.037 Epoch 8 Batch 1335/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.043 Epoch 8 Batch 1336/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.952, Loss: 0.026 Epoch 8 Batch 1337/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.952, Loss: 0.027 Epoch 8 Batch 1338/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.952, Loss: 0.042 Epoch 8 Batch 1339/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.952, Loss: 0.026 Epoch 8 Batch 1340/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.033 Epoch 8 Batch 1341/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.036 Epoch 8 Batch 1342/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.962, Loss: 0.051 Epoch 8 Batch 1343/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.950, Loss: 0.062 Epoch 8 Batch 1344/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.038 Epoch 8 Batch 1345/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.038 Epoch 8 Batch 1346/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.931, Loss: 0.025 Epoch 8 Batch 1347/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.923, Loss: 0.041 Epoch 8 Batch 1348/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.923, Loss: 0.037 Epoch 8 Batch 1349/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.942, Loss: 0.058 Epoch 8 Batch 1350/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.040 Epoch 8 Batch 1351/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.044 Epoch 8 Batch 1352/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.954, Loss: 0.056 Epoch 8 Batch 1353/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.034 Epoch 8 Batch 1354/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.022 Epoch 8 Batch 1355/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.042 Epoch 8 Batch 1356/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.954, Loss: 0.036 Epoch 8 Batch 1357/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.954, Loss: 0.041 Epoch 8 Batch 1358/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.029 Epoch 8 Batch 1359/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.954, Loss: 0.038 Epoch 8 Batch 1360/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.026 Epoch 8 Batch 1361/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.954, Loss: 0.060 Epoch 8 Batch 1362/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.959, Loss: 0.033 Epoch 8 Batch 1363/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.959, Loss: 0.033 Epoch 8 Batch 1364/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.047 Epoch 8 Batch 1365/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.959, Loss: 0.037 Epoch 8 Batch 1366/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.025 Epoch 8 Batch 1367/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.036 Epoch 8 Batch 1368/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.029 Epoch 8 Batch 1369/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 1370/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.039 Epoch 8 Batch 1371/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.960, Loss: 0.054 Epoch 8 Batch 1372/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.955, Loss: 0.037 Epoch 8 Batch 1373/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.025 Epoch 8 Batch 1374/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.028 Epoch 8 Batch 1375/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.060 Epoch 8 Batch 1376/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.036 Epoch 8 Batch 1377/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.954, Loss: 0.027 Epoch 8 Batch 1378/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.954, Loss: 0.023 Epoch 8 Batch 1379/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.954, Loss: 0.022 Epoch 8 Batch 1380/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.020 Epoch 8 Batch 1381/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.032 Epoch 8 Batch 1382/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.049 Epoch 8 Batch 1383/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.043 Epoch 8 Batch 1384/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.038 Epoch 8 Batch 1385/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.032 Epoch 8 Batch 1386/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.022 Epoch 8 Batch 1387/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.040 Epoch 8 Batch 1388/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.063 Epoch 8 Batch 1389/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.052 Epoch 8 Batch 1390/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 1391/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.045 Epoch 8 Batch 1392/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.960, Loss: 0.020 Epoch 8 Batch 1393/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.960, Loss: 0.022 Epoch 8 Batch 1394/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.959, Loss: 0.052 Epoch 8 Batch 1395/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.959, Loss: 0.044 Epoch 8 Batch 1396/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.032 Epoch 8 Batch 1397/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.956, Loss: 0.038 Epoch 8 Batch 1398/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.020 Epoch 8 Batch 1399/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.951, Loss: 0.032 Epoch 8 Batch 1400/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.950, Loss: 0.022 Epoch 8 Batch 1401/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.025 Epoch 8 Batch 1402/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.041 Epoch 8 Batch 1403/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 1404/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.073 Epoch 8 Batch 1405/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.969, Loss: 0.079 Epoch 8 Batch 1406/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.969, Loss: 0.035 Epoch 8 Batch 1407/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.017 Epoch 8 Batch 1408/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.056 Epoch 8 Batch 1409/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.969, Loss: 0.045 Epoch 8 Batch 1410/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.054 Epoch 8 Batch 1411/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.060 Epoch 8 Batch 1412/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.966, Loss: 0.032 Epoch 8 Batch 1413/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.050 Epoch 8 Batch 1414/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.955, Loss: 0.116 Epoch 8 Batch 1415/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.040 Epoch 8 Batch 1416/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.045 Epoch 8 Batch 1417/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.969, Loss: 0.034 Epoch 8 Batch 1418/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.042 Epoch 8 Batch 1419/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.063 Epoch 8 Batch 1420/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.969, Loss: 0.038 Epoch 8 Batch 1421/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.021 Epoch 8 Batch 1422/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 1423/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 1424/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.055 Epoch 8 Batch 1425/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.019 Epoch 8 Batch 1426/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.035 Epoch 8 Batch 1427/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.964, Loss: 0.025 Epoch 8 Batch 1428/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.964, Loss: 0.031 Epoch 8 Batch 1429/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.042 Epoch 8 Batch 1430/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.042 Epoch 8 Batch 1431/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.040 Epoch 8 Batch 1432/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.032 Epoch 8 Batch 1433/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.964, Loss: 0.039 Epoch 8 Batch 1434/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.025 Epoch 8 Batch 1435/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.030 Epoch 8 Batch 1436/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.041 Epoch 8 Batch 1437/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.035 Epoch 8 Batch 1438/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.041 Epoch 8 Batch 1439/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.030 Epoch 8 Batch 1440/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.040 Epoch 8 Batch 1441/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.954, Loss: 0.053 Epoch 8 Batch 1442/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.967, Loss: 0.053 Epoch 8 Batch 1443/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.043 Epoch 8 Batch 1444/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.967, Loss: 0.042 Epoch 8 Batch 1445/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.034 Epoch 8 Batch 1446/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.026 Epoch 8 Batch 1447/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.023 Epoch 8 Batch 1448/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.054 Epoch 8 Batch 1449/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.035 Epoch 8 Batch 1450/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 1451/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.028 Epoch 8 Batch 1452/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.960, Loss: 0.040 Epoch 8 Batch 1453/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.032 Epoch 8 Batch 1454/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.960, Loss: 0.036 Epoch 8 Batch 1455/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.044 Epoch 8 Batch 1456/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.960, Loss: 0.027 Epoch 8 Batch 1457/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.960, Loss: 0.031 Epoch 8 Batch 1458/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.043 Epoch 8 Batch 1459/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.034 Epoch 8 Batch 1460/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.051 Epoch 8 Batch 1461/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.961, Loss: 0.063 Epoch 8 Batch 1462/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.955, Loss: 0.048 Epoch 8 Batch 1463/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.955, Loss: 0.030 Epoch 8 Batch 1464/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.955, Loss: 0.042 Epoch 8 Batch 1465/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.029 Epoch 8 Batch 1466/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.051 Epoch 8 Batch 1467/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.058 Epoch 8 Batch 1468/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.955, Loss: 0.020 Epoch 8 Batch 1469/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.033 Epoch 8 Batch 1470/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.025 Epoch 8 Batch 1471/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.028 Epoch 8 Batch 1472/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.955, Loss: 0.027 Epoch 8 Batch 1473/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.018 Epoch 8 Batch 1474/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.955, Loss: 0.041 Epoch 8 Batch 1475/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.050 Epoch 8 Batch 1476/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.026 Epoch 8 Batch 1477/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.955, Loss: 0.023 Epoch 8 Batch 1478/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.029 Epoch 8 Batch 1479/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.028 Epoch 8 Batch 1480/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.964, Loss: 0.026 Epoch 8 Batch 1481/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.022 Epoch 8 Batch 1482/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.028 Epoch 8 Batch 1483/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.964, Loss: 0.066 Epoch 8 Batch 1484/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.025 Epoch 8 Batch 1485/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.964, Loss: 0.036 Epoch 8 Batch 1486/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.029 Epoch 8 Batch 1487/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.052 Epoch 8 Batch 1488/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.955, Loss: 0.037 Epoch 8 Batch 1489/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.964, Loss: 0.028 Epoch 8 Batch 1490/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.040 Epoch 8 Batch 1491/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.041 Epoch 8 Batch 1492/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.033 Epoch 8 Batch 1493/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.022 Epoch 8 Batch 1494/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.064 Epoch 8 Batch 1495/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.024 Epoch 8 Batch 1496/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.019 Epoch 8 Batch 1497/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.955, Loss: 0.025 Epoch 8 Batch 1498/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.024 Epoch 8 Batch 1499/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.040 Epoch 8 Batch 1500/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.955, Loss: 0.026 Epoch 8 Batch 1501/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.034 Epoch 8 Batch 1502/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.023 Epoch 8 Batch 1503/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.048 Epoch 8 Batch 1504/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.955, Loss: 0.018 Epoch 8 Batch 1505/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.946, Loss: 0.034 Epoch 8 Batch 1506/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.946, Loss: 0.034 Epoch 8 Batch 1507/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.946, Loss: 0.044 Epoch 8 Batch 1508/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.946, Loss: 0.020 Epoch 8 Batch 1509/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.955, Loss: 0.025 Epoch 8 Batch 1510/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.050 Epoch 8 Batch 1511/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.028 Epoch 8 Batch 1512/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.048 Epoch 8 Batch 1513/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.955, Loss: 0.034 Epoch 8 Batch 1514/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.955, Loss: 0.026 Epoch 8 Batch 1515/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.955, Loss: 0.028 Epoch 8 Batch 1516/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.028 Epoch 8 Batch 1517/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.955, Loss: 0.038 Epoch 8 Batch 1518/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.020 Epoch 8 Batch 1519/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 1520/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.969, Loss: 0.023 Epoch 8 Batch 1521/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.051 Epoch 8 Batch 1522/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.022 Epoch 8 Batch 1523/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.034 Epoch 8 Batch 1524/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.036 Epoch 8 Batch 1525/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.040 Epoch 8 Batch 1526/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.025 Epoch 8 Batch 1527/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 1528/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.040 Epoch 8 Batch 1529/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 1530/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.969, Loss: 0.041 Epoch 8 Batch 1531/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 1532/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.969, Loss: 0.025 Epoch 8 Batch 1533/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.969, Loss: 0.038 Epoch 8 Batch 1534/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.977, Loss: 0.033 Epoch 8 Batch 1535/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.977, Loss: 0.019 Epoch 8 Batch 1536/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.978, Loss: 0.062 Epoch 8 Batch 1537/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.025 Epoch 8 Batch 1538/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.019 Epoch 8 Batch 1539/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.021 Epoch 8 Batch 1540/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.040 Epoch 8 Batch 1541/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.029 Epoch 8 Batch 1542/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.955, Loss: 0.036 Epoch 8 Batch 1543/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.036 Epoch 8 Batch 1544/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.944, Loss: 0.025 Epoch 8 Batch 1545/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.952, Loss: 0.035 Epoch 8 Batch 1546/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.043 Epoch 8 Batch 1547/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.952, Loss: 0.046 Epoch 8 Batch 1548/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.952, Loss: 0.021 Epoch 8 Batch 1549/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.033 Epoch 8 Batch 1550/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.037 Epoch 8 Batch 1551/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.964, Loss: 0.042 Epoch 8 Batch 1552/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.028 Epoch 8 Batch 1553/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.970, Loss: 0.033 Epoch 8 Batch 1554/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.970, Loss: 0.024 Epoch 8 Batch 1555/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.978, Loss: 0.031 Epoch 8 Batch 1556/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.978, Loss: 0.037 Epoch 8 Batch 1557/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.978, Loss: 0.036 Epoch 8 Batch 1558/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.978, Loss: 0.036 Epoch 8 Batch 1559/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.978, Loss: 0.044 Epoch 8 Batch 1560/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.978, Loss: 0.035 Epoch 8 Batch 1561/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.044 Epoch 8 Batch 1562/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.969, Loss: 0.044 Epoch 8 Batch 1563/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.969, Loss: 0.027 Epoch 8 Batch 1564/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.978, Loss: 0.030 Epoch 8 Batch 1565/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.978, Loss: 0.030 Epoch 8 Batch 1566/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.978, Loss: 0.040 Epoch 8 Batch 1567/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.978, Loss: 0.045 Epoch 8 Batch 1568/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.978, Loss: 0.049 Epoch 8 Batch 1569/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.978, Loss: 0.017 Epoch 8 Batch 1570/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.978, Loss: 0.036 Epoch 8 Batch 1571/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.044 Epoch 8 Batch 1572/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.020 Epoch 8 Batch 1573/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.030 Epoch 8 Batch 1574/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.026 Epoch 8 Batch 1575/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.022 Epoch 8 Batch 1576/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.051 Epoch 8 Batch 1577/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.019 Epoch 8 Batch 1578/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.033 Epoch 8 Batch 1579/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.031 Epoch 8 Batch 1580/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.969, Loss: 0.052 Epoch 8 Batch 1581/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.969, Loss: 0.018 Epoch 8 Batch 1582/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.969, Loss: 0.069 Epoch 8 Batch 1583/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.969, Loss: 0.049 Epoch 8 Batch 1584/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.031 Epoch 8 Batch 1585/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.056 Epoch 8 Batch 1586/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.042 Epoch 8 Batch 1587/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.028 Epoch 8 Batch 1588/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.039 Epoch 8 Batch 1589/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.960, Loss: 0.021 Epoch 8 Batch 1590/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.960, Loss: 0.040 Epoch 8 Batch 1591/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.021 Epoch 8 Batch 1592/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.960, Loss: 0.058 Epoch 8 Batch 1593/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.036 Epoch 8 Batch 1594/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.960, Loss: 0.042 Epoch 8 Batch 1595/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.039 Epoch 8 Batch 1596/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.028 Epoch 8 Batch 1597/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.947, Loss: 0.061 Epoch 8 Batch 1598/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.955, Loss: 0.022 Epoch 8 Batch 1599/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.955, Loss: 0.046 Epoch 8 Batch 1600/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.037 Epoch 8 Batch 1601/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.955, Loss: 0.035 Epoch 8 Batch 1602/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.024 Epoch 8 Batch 1603/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.061 Epoch 8 Batch 1604/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.053 Epoch 8 Batch 1605/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.955, Loss: 0.032 Epoch 8 Batch 1606/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.947, Loss: 0.050 Epoch 8 Batch 1607/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.952, Loss: 0.034 Epoch 8 Batch 1608/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.952, Loss: 0.041 Epoch 8 Batch 1609/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.952, Loss: 0.032 Epoch 8 Batch 1610/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.952, Loss: 0.020 Epoch 8 Batch 1611/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.949, Loss: 0.038 Epoch 8 Batch 1612/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.026 Epoch 8 Batch 1613/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.950, Loss: 0.022 Epoch 8 Batch 1614/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.941, Loss: 0.024 Epoch 8 Batch 1615/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.950, Loss: 0.021 Epoch 8 Batch 1616/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.041 Epoch 8 Batch 1617/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.950, Loss: 0.045 Epoch 8 Batch 1618/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.047 Epoch 8 Batch 1619/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.034 Epoch 8 Batch 1620/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.051 Epoch 8 Batch 1621/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.024 Epoch 8 Batch 1622/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.950, Loss: 0.017 Epoch 8 Batch 1623/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.042 Epoch 8 Batch 1624/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.031 Epoch 8 Batch 1625/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.028 Epoch 8 Batch 1626/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.035 Epoch 8 Batch 1627/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.040 Epoch 8 Batch 1628/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.940, Loss: 0.032 Epoch 8 Batch 1629/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.044 Epoch 8 Batch 1630/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.044 Epoch 8 Batch 1631/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.042 Epoch 8 Batch 1632/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.039 Epoch 8 Batch 1633/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.036 Epoch 8 Batch 1634/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.940, Loss: 0.032 Epoch 8 Batch 1635/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.042 Epoch 8 Batch 1636/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.940, Loss: 0.035 Epoch 8 Batch 1637/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.949, Loss: 0.032 Epoch 8 Batch 1638/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.948, Loss: 0.071 Epoch 8 Batch 1639/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.948, Loss: 0.062 Epoch 8 Batch 1640/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.948, Loss: 0.024 Epoch 8 Batch 1641/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.948, Loss: 0.019 Epoch 8 Batch 1642/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.948, Loss: 0.048 Epoch 8 Batch 1643/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.949, Loss: 0.018 Epoch 8 Batch 1644/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.048 Epoch 8 Batch 1645/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.949, Loss: 0.018 Epoch 8 Batch 1646/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.039 Epoch 8 Batch 1647/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.043 Epoch 8 Batch 1648/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.038 Epoch 8 Batch 1649/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.038 Epoch 8 Batch 1650/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.035 Epoch 8 Batch 1651/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.022 Epoch 8 Batch 1652/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.960, Loss: 0.016 Epoch 8 Batch 1653/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.022 Epoch 8 Batch 1654/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.060 Epoch 8 Batch 1655/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.034 Epoch 8 Batch 1656/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.041 Epoch 8 Batch 1657/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.051 Epoch 8 Batch 1658/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.023 Epoch 8 Batch 1659/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.960, Loss: 0.053 Epoch 8 Batch 1660/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.056 Epoch 8 Batch 1661/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.960, Loss: 0.070 Epoch 8 Batch 1662/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.960, Loss: 0.034 Epoch 8 Batch 1663/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.026 Epoch 8 Batch 1664/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.960, Loss: 0.044 Epoch 8 Batch 1665/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.026 Epoch 8 Batch 1666/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.034 Epoch 8 Batch 1667/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.047 Epoch 8 Batch 1668/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 1669/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.969, Loss: 0.046 Epoch 8 Batch 1670/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.960, Loss: 0.042 Epoch 8 Batch 1671/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.052 Epoch 8 Batch 1672/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.028 Epoch 8 Batch 1673/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.032 Epoch 8 Batch 1674/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.948, Loss: 0.031 Epoch 8 Batch 1675/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.051 Epoch 8 Batch 1676/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.056 Epoch 8 Batch 1677/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.947, Loss: 0.025 Epoch 8 Batch 1678/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.059 Epoch 8 Batch 1679/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.035 Epoch 8 Batch 1680/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.029 Epoch 8 Batch 1681/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.038 Epoch 8 Batch 1682/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.022 Epoch 8 Batch 1683/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.060 Epoch 8 Batch 1684/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.952, Loss: 0.036 Epoch 8 Batch 1685/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.944, Loss: 0.027 Epoch 8 Batch 1686/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.935, Loss: 0.040 Epoch 8 Batch 1687/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.935, Loss: 0.037 Epoch 8 Batch 1688/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.026 Epoch 8 Batch 1689/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.935, Loss: 0.031 Epoch 8 Batch 1690/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.935, Loss: 0.026 Epoch 8 Batch 1691/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.935, Loss: 0.026 Epoch 8 Batch 1692/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.930, Loss: 0.026 Epoch 8 Batch 1693/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.939, Loss: 0.060 Epoch 8 Batch 1694/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.034 Epoch 8 Batch 1695/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.040 Epoch 8 Batch 1696/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.057 Epoch 8 Batch 1697/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.050 Epoch 8 Batch 1698/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.017 Epoch 8 Batch 1699/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.024 Epoch 8 Batch 1700/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.040 Epoch 8 Batch 1701/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.969, Loss: 0.051 Epoch 8 Batch 1702/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.070 Epoch 8 Batch 1703/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.041 Epoch 8 Batch 1704/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.062 Epoch 8 Batch 1705/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.055 Epoch 8 Batch 1706/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.960, Loss: 0.043 Epoch 8 Batch 1707/2154 - Train Accuracy: 0.991, Validation Accuracy: 0.960, Loss: 0.026 Epoch 8 Batch 1708/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.040 Epoch 8 Batch 1709/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.027 Epoch 8 Batch 1710/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.035 Epoch 8 Batch 1711/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.040 Epoch 8 Batch 1712/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.968, Loss: 0.029 Epoch 8 Batch 1713/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.968, Loss: 0.062 Epoch 8 Batch 1714/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 1715/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 1716/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.020 Epoch 8 Batch 1717/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.027 Epoch 8 Batch 1718/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.029 Epoch 8 Batch 1719/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.952, Loss: 0.028 Epoch 8 Batch 1720/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.037 Epoch 8 Batch 1721/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.034 Epoch 8 Batch 1722/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.025 Epoch 8 Batch 1723/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.037 Epoch 8 Batch 1724/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 1725/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 1726/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.033 Epoch 8 Batch 1727/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.949, Loss: 0.027 Epoch 8 Batch 1728/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.031 Epoch 8 Batch 1729/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.036 Epoch 8 Batch 1730/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.030 Epoch 8 Batch 1731/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.055 Epoch 8 Batch 1732/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.030 Epoch 8 Batch 1733/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.940, Loss: 0.028 Epoch 8 Batch 1734/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.043 Epoch 8 Batch 1735/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.054 Epoch 8 Batch 1736/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.940, Loss: 0.109 Epoch 8 Batch 1737/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.059 Epoch 8 Batch 1738/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.940, Loss: 0.028 Epoch 8 Batch 1739/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.940, Loss: 0.036 Epoch 8 Batch 1740/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.940, Loss: 0.044 Epoch 8 Batch 1741/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.026 Epoch 8 Batch 1742/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.045 Epoch 8 Batch 1743/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.950, Loss: 0.034 Epoch 8 Batch 1744/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.025 Epoch 8 Batch 1745/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.061 Epoch 8 Batch 1746/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.046 Epoch 8 Batch 1747/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.021 Epoch 8 Batch 1748/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.049 Epoch 8 Batch 1749/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.950, Loss: 0.055 Epoch 8 Batch 1750/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.950, Loss: 0.043 Epoch 8 Batch 1751/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.950, Loss: 0.016 Epoch 8 Batch 1752/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.050 Epoch 8 Batch 1753/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.958, Loss: 0.026 Epoch 8 Batch 1754/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.958, Loss: 0.030 Epoch 8 Batch 1755/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.027 Epoch 8 Batch 1756/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.957, Loss: 0.017 Epoch 8 Batch 1757/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.054 Epoch 8 Batch 1758/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.028 Epoch 8 Batch 1759/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.018 Epoch 8 Batch 1760/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.042 Epoch 8 Batch 1761/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.063 Epoch 8 Batch 1762/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 1763/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.039 Epoch 8 Batch 1764/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.052 Epoch 8 Batch 1765/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.044 Epoch 8 Batch 1766/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.028 Epoch 8 Batch 1767/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.050 Epoch 8 Batch 1768/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.962, Loss: 0.059 Epoch 8 Batch 1769/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.970, Loss: 0.027 Epoch 8 Batch 1770/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.970, Loss: 0.052 Epoch 8 Batch 1771/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.970, Loss: 0.030 Epoch 8 Batch 1772/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 8 Batch 1773/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.979, Loss: 0.043 Epoch 8 Batch 1774/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.979, Loss: 0.019 Epoch 8 Batch 1775/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.978, Loss: 0.042 Epoch 8 Batch 1776/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.978, Loss: 0.074 Epoch 8 Batch 1777/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 1778/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.022 Epoch 8 Batch 1779/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.043 Epoch 8 Batch 1780/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.034 Epoch 8 Batch 1781/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.043 Epoch 8 Batch 1782/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.034 Epoch 8 Batch 1783/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.035 Epoch 8 Batch 1784/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.949, Loss: 0.023 Epoch 8 Batch 1785/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.950, Loss: 0.021 Epoch 8 Batch 1786/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.950, Loss: 0.037 Epoch 8 Batch 1787/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.950, Loss: 0.038 Epoch 8 Batch 1788/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.950, Loss: 0.035 Epoch 8 Batch 1789/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.039 Epoch 8 Batch 1790/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.034 Epoch 8 Batch 1791/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.040 Epoch 8 Batch 1792/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.022 Epoch 8 Batch 1793/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.029 Epoch 8 Batch 1794/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.962, Loss: 0.029 Epoch 8 Batch 1795/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.027 Epoch 8 Batch 1796/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.022 Epoch 8 Batch 1797/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.028 Epoch 8 Batch 1798/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.962, Loss: 0.032 Epoch 8 Batch 1799/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.045 Epoch 8 Batch 1800/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.032 Epoch 8 Batch 1801/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.962, Loss: 0.044 Epoch 8 Batch 1802/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.035 Epoch 8 Batch 1803/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.962, Loss: 0.070 Epoch 8 Batch 1804/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.962, Loss: 0.048 Epoch 8 Batch 1805/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.962, Loss: 0.038 Epoch 8 Batch 1806/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.051 Epoch 8 Batch 1807/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.021 Epoch 8 Batch 1808/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.962, Loss: 0.051 Epoch 8 Batch 1809/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.953, Loss: 0.021 Epoch 8 Batch 1810/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.953, Loss: 0.034 Epoch 8 Batch 1811/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.022 Epoch 8 Batch 1812/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.947, Loss: 0.027 Epoch 8 Batch 1813/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.041 Epoch 8 Batch 1814/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.033 Epoch 8 Batch 1815/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.036 Epoch 8 Batch 1816/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.043 Epoch 8 Batch 1817/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.969, Loss: 0.052 Epoch 8 Batch 1818/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.019 Epoch 8 Batch 1819/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.079 Epoch 8 Batch 1820/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.961, Loss: 0.031 Epoch 8 Batch 1821/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.041 Epoch 8 Batch 1822/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.038 Epoch 8 Batch 1823/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.045 Epoch 8 Batch 1824/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.943, Loss: 0.041 Epoch 8 Batch 1825/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.943, Loss: 0.039 Epoch 8 Batch 1826/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.943, Loss: 0.049 Epoch 8 Batch 1827/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.943, Loss: 0.053 Epoch 8 Batch 1828/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.943, Loss: 0.052 Epoch 8 Batch 1829/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.943, Loss: 0.026 Epoch 8 Batch 1830/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.092 Epoch 8 Batch 1831/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.952, Loss: 0.036 Epoch 8 Batch 1832/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.021 Epoch 8 Batch 1833/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.940, Loss: 0.044 Epoch 8 Batch 1834/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.940, Loss: 0.025 Epoch 8 Batch 1835/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.940, Loss: 0.031 Epoch 8 Batch 1836/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.021 Epoch 8 Batch 1837/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.940, Loss: 0.023 Epoch 8 Batch 1838/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.940, Loss: 0.039 Epoch 8 Batch 1839/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.940, Loss: 0.037 Epoch 8 Batch 1840/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.940, Loss: 0.018 Epoch 8 Batch 1841/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.036 Epoch 8 Batch 1842/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.948, Loss: 0.040 Epoch 8 Batch 1843/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.948, Loss: 0.060 Epoch 8 Batch 1844/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.948, Loss: 0.025 Epoch 8 Batch 1845/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.039 Epoch 8 Batch 1846/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.037 Epoch 8 Batch 1847/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.021 Epoch 8 Batch 1848/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.018 Epoch 8 Batch 1849/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.047 Epoch 8 Batch 1850/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.072 Epoch 8 Batch 1851/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.035 Epoch 8 Batch 1852/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.022 Epoch 8 Batch 1853/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.042 Epoch 8 Batch 1854/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 1855/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 1856/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 1857/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.043 Epoch 8 Batch 1858/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.035 Epoch 8 Batch 1859/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 1860/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.038 Epoch 8 Batch 1861/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.957, Loss: 0.026 Epoch 8 Batch 1862/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 1863/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.940, Loss: 0.030 Epoch 8 Batch 1864/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.939, Loss: 0.024 Epoch 8 Batch 1865/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.939, Loss: 0.030 Epoch 8 Batch 1866/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.939, Loss: 0.038 Epoch 8 Batch 1867/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.948, Loss: 0.026 Epoch 8 Batch 1868/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.042 Epoch 8 Batch 1869/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.953, Loss: 0.026 Epoch 8 Batch 1870/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.029 Epoch 8 Batch 1871/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.954, Loss: 0.031 Epoch 8 Batch 1872/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.036 Epoch 8 Batch 1873/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.027 Epoch 8 Batch 1874/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.963, Loss: 0.044 Epoch 8 Batch 1875/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.963, Loss: 0.043 Epoch 8 Batch 1876/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.963, Loss: 0.029 Epoch 8 Batch 1877/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.059 Epoch 8 Batch 1878/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.038 Epoch 8 Batch 1879/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.057 Epoch 8 Batch 1880/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.958, Loss: 0.054 Epoch 8 Batch 1881/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.019 Epoch 8 Batch 1882/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.053 Epoch 8 Batch 1883/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.958, Loss: 0.046 Epoch 8 Batch 1884/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.024 Epoch 8 Batch 1885/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.950, Loss: 0.050 Epoch 8 Batch 1886/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.950, Loss: 0.023 Epoch 8 Batch 1887/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.950, Loss: 0.052 Epoch 8 Batch 1888/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.950, Loss: 0.027 Epoch 8 Batch 1889/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.950, Loss: 0.022 Epoch 8 Batch 1890/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.021 Epoch 8 Batch 1891/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.029 Epoch 8 Batch 1892/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.022 Epoch 8 Batch 1893/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.958, Loss: 0.025 Epoch 8 Batch 1894/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.958, Loss: 0.018 Epoch 8 Batch 1895/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.025 Epoch 8 Batch 1896/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.035 Epoch 8 Batch 1897/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.958, Loss: 0.043 Epoch 8 Batch 1898/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.033 Epoch 8 Batch 1899/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.023 Epoch 8 Batch 1900/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.038 Epoch 8 Batch 1901/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.026 Epoch 8 Batch 1902/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.945, Loss: 0.029 Epoch 8 Batch 1903/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.032 Epoch 8 Batch 1904/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.055 Epoch 8 Batch 1905/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.958, Loss: 0.034 Epoch 8 Batch 1906/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.979, Loss: 0.024 Epoch 8 Batch 1907/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.979, Loss: 0.036 Epoch 8 Batch 1908/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.979, Loss: 0.026 Epoch 8 Batch 1909/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.979, Loss: 0.073 Epoch 8 Batch 1910/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.018 Epoch 8 Batch 1911/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.967, Loss: 0.059 Epoch 8 Batch 1912/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.029 Epoch 8 Batch 1913/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.966, Loss: 0.035 Epoch 8 Batch 1914/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.040 Epoch 8 Batch 1915/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.026 Epoch 8 Batch 1916/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.033 Epoch 8 Batch 1917/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.045 Epoch 8 Batch 1918/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.030 Epoch 8 Batch 1919/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.043 Epoch 8 Batch 1920/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.033 Epoch 8 Batch 1921/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.016 Epoch 8 Batch 1922/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.969, Loss: 0.044 Epoch 8 Batch 1923/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.019 Epoch 8 Batch 1924/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 1925/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.037 Epoch 8 Batch 1926/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.978, Loss: 0.041 Epoch 8 Batch 1927/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.977, Loss: 0.034 Epoch 8 Batch 1928/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.977, Loss: 0.056 Epoch 8 Batch 1929/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.970, Loss: 0.031 Epoch 8 Batch 1930/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.962, Loss: 0.036 Epoch 8 Batch 1931/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.026 Epoch 8 Batch 1932/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.962, Loss: 0.045 Epoch 8 Batch 1933/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.040 Epoch 8 Batch 1934/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.022 Epoch 8 Batch 1935/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.041 Epoch 8 Batch 1936/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.029 Epoch 8 Batch 1937/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.052 Epoch 8 Batch 1938/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.949, Loss: 0.045 Epoch 8 Batch 1939/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.051 Epoch 8 Batch 1940/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.039 Epoch 8 Batch 1941/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.036 Epoch 8 Batch 1942/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.966, Loss: 0.031 Epoch 8 Batch 1943/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.076 Epoch 8 Batch 1944/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.038 Epoch 8 Batch 1945/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.027 Epoch 8 Batch 1946/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.966, Loss: 0.045 Epoch 8 Batch 1947/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.966, Loss: 0.020 Epoch 8 Batch 1948/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.030 Epoch 8 Batch 1949/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.024 Epoch 8 Batch 1950/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.940, Loss: 0.021 Epoch 8 Batch 1951/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.058 Epoch 8 Batch 1952/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.949, Loss: 0.017 Epoch 8 Batch 1953/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.020 Epoch 8 Batch 1954/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.966, Loss: 0.029 Epoch 8 Batch 1955/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.027 Epoch 8 Batch 1956/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.020 Epoch 8 Batch 1957/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.034 Epoch 8 Batch 1958/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.979, Loss: 0.022 Epoch 8 Batch 1959/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.979, Loss: 0.021 Epoch 8 Batch 1960/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.979, Loss: 0.039 Epoch 8 Batch 1961/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.979, Loss: 0.043 Epoch 8 Batch 1962/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.970, Loss: 0.030 Epoch 8 Batch 1963/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.027 Epoch 8 Batch 1964/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.958, Loss: 0.066 Epoch 8 Batch 1965/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.035 Epoch 8 Batch 1966/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.958, Loss: 0.026 Epoch 8 Batch 1967/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.958, Loss: 0.031 Epoch 8 Batch 1968/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.958, Loss: 0.029 Epoch 8 Batch 1969/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.958, Loss: 0.044 Epoch 8 Batch 1970/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.958, Loss: 0.034 Epoch 8 Batch 1971/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.958, Loss: 0.024 Epoch 8 Batch 1972/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.021 Epoch 8 Batch 1973/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.958, Loss: 0.030 Epoch 8 Batch 1974/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.029 Epoch 8 Batch 1975/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.031 Epoch 8 Batch 1976/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.040 Epoch 8 Batch 1977/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.042 Epoch 8 Batch 1978/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.048 Epoch 8 Batch 1979/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.949, Loss: 0.034 Epoch 8 Batch 1980/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.031 Epoch 8 Batch 1981/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.032 Epoch 8 Batch 1982/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.940, Loss: 0.043 Epoch 8 Batch 1983/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.940, Loss: 0.036 Epoch 8 Batch 1984/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.949, Loss: 0.046 Epoch 8 Batch 1985/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.048 Epoch 8 Batch 1986/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.046 Epoch 8 Batch 1987/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.018 Epoch 8 Batch 1988/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 1989/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.028 Epoch 8 Batch 1990/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.953, Loss: 0.029 Epoch 8 Batch 1991/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.945, Loss: 0.032 Epoch 8 Batch 1992/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.935, Loss: 0.027 Epoch 8 Batch 1993/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.935, Loss: 0.015 Epoch 8 Batch 1994/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.935, Loss: 0.028 Epoch 8 Batch 1995/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.940, Loss: 0.048 Epoch 8 Batch 1996/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.033 Epoch 8 Batch 1997/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.022 Epoch 8 Batch 1998/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.948, Loss: 0.019 Epoch 8 Batch 1999/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.948, Loss: 0.048 Epoch 8 Batch 2000/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.052 Epoch 8 Batch 2001/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.033 Epoch 8 Batch 2002/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 2003/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.041 Epoch 8 Batch 2004/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.032 Epoch 8 Batch 2005/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.038 Epoch 8 Batch 2006/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.957, Loss: 0.015 Epoch 8 Batch 2007/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 2008/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.035 Epoch 8 Batch 2009/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.958, Loss: 0.011 Epoch 8 Batch 2010/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.958, Loss: 0.074 Epoch 8 Batch 2011/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.036 Epoch 8 Batch 2012/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.029 Epoch 8 Batch 2013/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.958, Loss: 0.032 Epoch 8 Batch 2014/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.958, Loss: 0.034 Epoch 8 Batch 2015/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.031 Epoch 8 Batch 2016/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.950, Loss: 0.036 Epoch 8 Batch 2017/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.046 Epoch 8 Batch 2018/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.049 Epoch 8 Batch 2019/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.023 Epoch 8 Batch 2020/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.957, Loss: 0.022 Epoch 8 Batch 2021/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.033 Epoch 8 Batch 2022/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.030 Epoch 8 Batch 2023/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.033 Epoch 8 Batch 2024/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.026 Epoch 8 Batch 2025/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.970, Loss: 0.029 Epoch 8 Batch 2026/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.021 Epoch 8 Batch 2027/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.970, Loss: 0.025 Epoch 8 Batch 2028/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.031 Epoch 8 Batch 2029/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.028 Epoch 8 Batch 2030/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.030 Epoch 8 Batch 2031/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.026 Epoch 8 Batch 2032/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.957, Loss: 0.052 Epoch 8 Batch 2033/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.948, Loss: 0.044 Epoch 8 Batch 2034/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.940, Loss: 0.031 Epoch 8 Batch 2035/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.940, Loss: 0.020 Epoch 8 Batch 2036/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.940, Loss: 0.041 Epoch 8 Batch 2037/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.047 Epoch 8 Batch 2038/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.941, Loss: 0.032 Epoch 8 Batch 2039/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.950, Loss: 0.068 Epoch 8 Batch 2040/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.948, Loss: 0.037 Epoch 8 Batch 2041/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.948, Loss: 0.039 Epoch 8 Batch 2042/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.948, Loss: 0.027 Epoch 8 Batch 2043/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.035 Epoch 8 Batch 2044/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.940, Loss: 0.026 Epoch 8 Batch 2045/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.928, Loss: 0.019 Epoch 8 Batch 2046/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.937, Loss: 0.046 Epoch 8 Batch 2047/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.044 Epoch 8 Batch 2048/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.937, Loss: 0.040 Epoch 8 Batch 2049/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.938, Loss: 0.028 Epoch 8 Batch 2050/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.938, Loss: 0.050 Epoch 8 Batch 2051/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.938, Loss: 0.041 Epoch 8 Batch 2052/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.034 Epoch 8 Batch 2053/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.937, Loss: 0.069 Epoch 8 Batch 2054/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.937, Loss: 0.029 Epoch 8 Batch 2055/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.937, Loss: 0.040 Epoch 8 Batch 2056/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.928, Loss: 0.025 Epoch 8 Batch 2057/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.928, Loss: 0.023 Epoch 8 Batch 2058/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.928, Loss: 0.037 Epoch 8 Batch 2059/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.928, Loss: 0.025 Epoch 8 Batch 2060/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.928, Loss: 0.027 Epoch 8 Batch 2061/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.928, Loss: 0.041 Epoch 8 Batch 2062/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.928, Loss: 0.031 Epoch 8 Batch 2063/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.928, Loss: 0.035 Epoch 8 Batch 2064/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.928, Loss: 0.038 Epoch 8 Batch 2065/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.940, Loss: 0.030 Epoch 8 Batch 2066/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.940, Loss: 0.049 Epoch 8 Batch 2067/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.940, Loss: 0.029 Epoch 8 Batch 2068/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.940, Loss: 0.039 Epoch 8 Batch 2069/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.948, Loss: 0.027 Epoch 8 Batch 2070/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.947, Loss: 0.044 Epoch 8 Batch 2071/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.025 Epoch 8 Batch 2072/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.947, Loss: 0.031 Epoch 8 Batch 2073/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.031 Epoch 8 Batch 2074/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 2075/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.034 Epoch 8 Batch 2076/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.957, Loss: 0.032 Epoch 8 Batch 2077/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.073 Epoch 8 Batch 2078/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.023 Epoch 8 Batch 2079/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.957, Loss: 0.045 Epoch 8 Batch 2080/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.036 Epoch 8 Batch 2081/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.033 Epoch 8 Batch 2082/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.042 Epoch 8 Batch 2083/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.019 Epoch 8 Batch 2084/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.957, Loss: 0.056 Epoch 8 Batch 2085/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.029 Epoch 8 Batch 2086/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.957, Loss: 0.035 Epoch 8 Batch 2087/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.037 Epoch 8 Batch 2088/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.949, Loss: 0.041 Epoch 8 Batch 2089/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.940, Loss: 0.038 Epoch 8 Batch 2090/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.940, Loss: 0.048 Epoch 8 Batch 2091/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.023 Epoch 8 Batch 2092/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.052 Epoch 8 Batch 2093/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.949, Loss: 0.019 Epoch 8 Batch 2094/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.950, Loss: 0.029 Epoch 8 Batch 2095/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.950, Loss: 0.023 Epoch 8 Batch 2096/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.026 Epoch 8 Batch 2097/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.949, Loss: 0.034 Epoch 8 Batch 2098/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.949, Loss: 0.048 Epoch 8 Batch 2099/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.949, Loss: 0.046 Epoch 8 Batch 2100/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.949, Loss: 0.034 Epoch 8 Batch 2101/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.949, Loss: 0.023 Epoch 8 Batch 2102/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.949, Loss: 0.025 Epoch 8 Batch 2103/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.030 Epoch 8 Batch 2104/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.949, Loss: 0.029 Epoch 8 Batch 2105/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.034 Epoch 8 Batch 2106/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.029 Epoch 8 Batch 2107/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.958, Loss: 0.055 Epoch 8 Batch 2108/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.026 Epoch 8 Batch 2109/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.029 Epoch 8 Batch 2110/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 2111/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.032 Epoch 8 Batch 2112/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.039 Epoch 8 Batch 2113/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.029 Epoch 8 Batch 2114/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.032 Epoch 8 Batch 2115/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.053 Epoch 8 Batch 2116/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.965, Loss: 0.031 Epoch 8 Batch 2117/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.965, Loss: 0.044 Epoch 8 Batch 2118/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.965, Loss: 0.023 Epoch 8 Batch 2119/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.953, Loss: 0.053 Epoch 8 Batch 2120/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.962, Loss: 0.037 Epoch 8 Batch 2121/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.021 Epoch 8 Batch 2122/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.027 Epoch 8 Batch 2123/2154 - Train Accuracy: 0.909, Validation Accuracy: 0.956, Loss: 0.065 Epoch 8 Batch 2124/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.037 Epoch 8 Batch 2125/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.043 Epoch 8 Batch 2126/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.020 Epoch 8 Batch 2127/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.947, Loss: 0.055 Epoch 8 Batch 2128/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.939, Loss: 0.042 Epoch 8 Batch 2129/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.939, Loss: 0.043 Epoch 8 Batch 2130/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.939, Loss: 0.026 Epoch 8 Batch 2131/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.930, Loss: 0.030 Epoch 8 Batch 2132/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.930, Loss: 0.029 Epoch 8 Batch 2133/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.930, Loss: 0.031 Epoch 8 Batch 2134/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.930, Loss: 0.027 Epoch 8 Batch 2135/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.930, Loss: 0.035 Epoch 8 Batch 2136/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.930, Loss: 0.031 Epoch 8 Batch 2137/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.930, Loss: 0.027 Epoch 8 Batch 2138/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.940, Loss: 0.019 Epoch 8 Batch 2139/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.931, Loss: 0.028 Epoch 8 Batch 2140/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.032 Epoch 8 Batch 2141/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.940, Loss: 0.028 Epoch 8 Batch 2142/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.033 Epoch 8 Batch 2143/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.940, Loss: 0.028 Epoch 8 Batch 2144/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.940, Loss: 0.035 Epoch 8 Batch 2145/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.042 Epoch 8 Batch 2146/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.949, Loss: 0.032 Epoch 8 Batch 2147/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.049 Epoch 8 Batch 2148/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.949, Loss: 0.048 Epoch 8 Batch 2149/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.949, Loss: 0.054 Epoch 8 Batch 2150/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.041 Epoch 8 Batch 2151/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.028 Epoch 8 Batch 2152/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.949, Loss: 0.036 Epoch 9 Batch 0/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.041 Epoch 9 Batch 1/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.950, Loss: 0.026 Epoch 9 Batch 2/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.043 Epoch 9 Batch 3/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.958, Loss: 0.027 Epoch 9 Batch 4/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.020 Epoch 9 Batch 5/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.028 Epoch 9 Batch 6/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.024 Epoch 9 Batch 7/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.017 Epoch 9 Batch 8/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.072 Epoch 9 Batch 9/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.033 Epoch 9 Batch 10/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 11/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.068 Epoch 9 Batch 12/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.046 Epoch 9 Batch 13/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 14/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 15/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.969, Loss: 0.039 Epoch 9 Batch 16/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.020 Epoch 9 Batch 17/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.060 Epoch 9 Batch 18/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 19/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.032 Epoch 9 Batch 20/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.041 Epoch 9 Batch 21/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.964, Loss: 0.041 Epoch 9 Batch 22/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 23/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.977, Loss: 0.053 Epoch 9 Batch 24/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.978, Loss: 0.038 Epoch 9 Batch 25/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.978, Loss: 0.025 Epoch 9 Batch 26/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.027 Epoch 9 Batch 27/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.975, Loss: 0.027 Epoch 9 Batch 28/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.975, Loss: 0.027 Epoch 9 Batch 29/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.975, Loss: 0.026 Epoch 9 Batch 30/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.022 Epoch 9 Batch 31/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.020 Epoch 9 Batch 32/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.039 Epoch 9 Batch 33/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.970, Loss: 0.073 Epoch 9 Batch 34/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.024 Epoch 9 Batch 35/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.970, Loss: 0.042 Epoch 9 Batch 36/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.970, Loss: 0.026 Epoch 9 Batch 37/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.970, Loss: 0.020 Epoch 9 Batch 38/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.970, Loss: 0.035 Epoch 9 Batch 39/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.036 Epoch 9 Batch 40/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.026 Epoch 9 Batch 41/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.962, Loss: 0.048 Epoch 9 Batch 42/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.014 Epoch 9 Batch 43/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.023 Epoch 9 Batch 44/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.953, Loss: 0.038 Epoch 9 Batch 45/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.953, Loss: 0.035 Epoch 9 Batch 46/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.944, Loss: 0.032 Epoch 9 Batch 47/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.944, Loss: 0.026 Epoch 9 Batch 48/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.949, Loss: 0.038 Epoch 9 Batch 49/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.023 Epoch 9 Batch 50/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.940, Loss: 0.045 Epoch 9 Batch 51/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.943, Loss: 0.026 Epoch 9 Batch 52/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.943, Loss: 0.018 Epoch 9 Batch 53/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.033 Epoch 9 Batch 54/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.961, Loss: 0.053 Epoch 9 Batch 55/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.970, Loss: 0.025 Epoch 9 Batch 56/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.030 Epoch 9 Batch 57/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.038 Epoch 9 Batch 58/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.979, Loss: 0.058 Epoch 9 Batch 59/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.979, Loss: 0.058 Epoch 9 Batch 60/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.978, Loss: 0.023 Epoch 9 Batch 61/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.978, Loss: 0.019 Epoch 9 Batch 62/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.978, Loss: 0.029 Epoch 9 Batch 63/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.978, Loss: 0.058 Epoch 9 Batch 64/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.978, Loss: 0.038 Epoch 9 Batch 65/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.032 Epoch 9 Batch 66/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 67/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 68/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 69/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 70/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.044 Epoch 9 Batch 71/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.047 Epoch 9 Batch 72/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.019 Epoch 9 Batch 73/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.041 Epoch 9 Batch 74/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.030 Epoch 9 Batch 75/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.036 Epoch 9 Batch 76/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.036 Epoch 9 Batch 77/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.054 Epoch 9 Batch 78/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.964, Loss: 0.025 Epoch 9 Batch 79/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.964, Loss: 0.039 Epoch 9 Batch 80/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.977, Loss: 0.028 Epoch 9 Batch 81/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.977, Loss: 0.042 Epoch 9 Batch 82/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.018 Epoch 9 Batch 83/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.020 Epoch 9 Batch 84/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.969, Loss: 0.044 Epoch 9 Batch 85/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.054 Epoch 9 Batch 86/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.032 Epoch 9 Batch 87/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.969, Loss: 0.014 Epoch 9 Batch 88/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.016 Epoch 9 Batch 89/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.017 Epoch 9 Batch 90/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.033 Epoch 9 Batch 91/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.955, Loss: 0.027 Epoch 9 Batch 92/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.038 Epoch 9 Batch 93/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.037 Epoch 9 Batch 94/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.035 Epoch 9 Batch 95/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.040 Epoch 9 Batch 96/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.049 Epoch 9 Batch 97/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.049 Epoch 9 Batch 98/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.963, Loss: 0.053 Epoch 9 Batch 99/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.026 Epoch 9 Batch 100/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.963, Loss: 0.071 Epoch 9 Batch 101/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.022 Epoch 9 Batch 102/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.030 Epoch 9 Batch 103/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.034 Epoch 9 Batch 104/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.958, Loss: 0.043 Epoch 9 Batch 105/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.958, Loss: 0.046 Epoch 9 Batch 106/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.018 Epoch 9 Batch 107/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.958, Loss: 0.045 Epoch 9 Batch 108/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.958, Loss: 0.048 Epoch 9 Batch 109/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.036 Epoch 9 Batch 110/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.071 Epoch 9 Batch 111/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.023 Epoch 9 Batch 112/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.047 Epoch 9 Batch 113/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.958, Loss: 0.027 Epoch 9 Batch 114/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.020 Epoch 9 Batch 115/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.036 Epoch 9 Batch 116/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.044 Epoch 9 Batch 117/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.949, Loss: 0.025 Epoch 9 Batch 118/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.050 Epoch 9 Batch 119/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.034 Epoch 9 Batch 120/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.949, Loss: 0.028 Epoch 9 Batch 121/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.949, Loss: 0.015 Epoch 9 Batch 122/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.949, Loss: 0.036 Epoch 9 Batch 123/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.958, Loss: 0.050 Epoch 9 Batch 124/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.056 Epoch 9 Batch 125/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.027 Epoch 9 Batch 126/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.037 Epoch 9 Batch 127/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.026 Epoch 9 Batch 128/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.021 Epoch 9 Batch 129/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.958, Loss: 0.031 Epoch 9 Batch 130/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.036 Epoch 9 Batch 131/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.958, Loss: 0.027 Epoch 9 Batch 132/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.958, Loss: 0.030 Epoch 9 Batch 133/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.958, Loss: 0.017 Epoch 9 Batch 134/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.024 Epoch 9 Batch 135/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.958, Loss: 0.057 Epoch 9 Batch 136/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.034 Epoch 9 Batch 137/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.046 Epoch 9 Batch 138/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.949, Loss: 0.031 Epoch 9 Batch 139/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.051 Epoch 9 Batch 140/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.068 Epoch 9 Batch 141/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.957, Loss: 0.029 Epoch 9 Batch 142/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.042 Epoch 9 Batch 143/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 144/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.042 Epoch 9 Batch 145/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.037 Epoch 9 Batch 146/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.949, Loss: 0.029 Epoch 9 Batch 147/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.019 Epoch 9 Batch 148/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.958, Loss: 0.041 Epoch 9 Batch 149/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.025 Epoch 9 Batch 150/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.958, Loss: 0.035 Epoch 9 Batch 151/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.069 Epoch 9 Batch 152/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.048 Epoch 9 Batch 153/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.038 Epoch 9 Batch 154/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.022 Epoch 9 Batch 155/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.970, Loss: 0.044 Epoch 9 Batch 156/2154 - Train Accuracy: 0.911, Validation Accuracy: 0.970, Loss: 0.043 Epoch 9 Batch 157/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.970, Loss: 0.026 Epoch 9 Batch 158/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.970, Loss: 0.024 Epoch 9 Batch 159/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.027 Epoch 9 Batch 160/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.962, Loss: 0.038 Epoch 9 Batch 161/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.027 Epoch 9 Batch 162/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.970, Loss: 0.030 Epoch 9 Batch 163/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.965, Loss: 0.027 Epoch 9 Batch 164/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.025 Epoch 9 Batch 165/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.965, Loss: 0.030 Epoch 9 Batch 166/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.029 Epoch 9 Batch 167/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.039 Epoch 9 Batch 168/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.029 Epoch 9 Batch 169/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.965, Loss: 0.028 Epoch 9 Batch 170/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.031 Epoch 9 Batch 171/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.020 Epoch 9 Batch 172/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.030 Epoch 9 Batch 173/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.035 Epoch 9 Batch 174/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.034 Epoch 9 Batch 175/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.039 Epoch 9 Batch 176/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.961, Loss: 0.028 Epoch 9 Batch 177/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.961, Loss: 0.037 Epoch 9 Batch 178/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.038 Epoch 9 Batch 179/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.944, Loss: 0.028 Epoch 9 Batch 180/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.952, Loss: 0.026 Epoch 9 Batch 181/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.952, Loss: 0.025 Epoch 9 Batch 182/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.952, Loss: 0.036 Epoch 9 Batch 183/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.030 Epoch 9 Batch 184/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.953, Loss: 0.039 Epoch 9 Batch 185/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.037 Epoch 9 Batch 186/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.953, Loss: 0.047 Epoch 9 Batch 187/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.953, Loss: 0.030 Epoch 9 Batch 188/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.953, Loss: 0.013 Epoch 9 Batch 189/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.035 Epoch 9 Batch 190/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.035 Epoch 9 Batch 191/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.953, Loss: 0.052 Epoch 9 Batch 192/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.953, Loss: 0.040 Epoch 9 Batch 193/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.041 Epoch 9 Batch 194/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.953, Loss: 0.026 Epoch 9 Batch 195/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.028 Epoch 9 Batch 196/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.953, Loss: 0.026 Epoch 9 Batch 197/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.953, Loss: 0.026 Epoch 9 Batch 198/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.056 Epoch 9 Batch 199/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.953, Loss: 0.046 Epoch 9 Batch 200/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.953, Loss: 0.030 Epoch 9 Batch 201/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.953, Loss: 0.029 Epoch 9 Batch 202/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.030 Epoch 9 Batch 203/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.953, Loss: 0.054 Epoch 9 Batch 204/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.942, Loss: 0.032 Epoch 9 Batch 205/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.011 Epoch 9 Batch 206/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.054 Epoch 9 Batch 207/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.045 Epoch 9 Batch 208/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.036 Epoch 9 Batch 209/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.057 Epoch 9 Batch 210/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.024 Epoch 9 Batch 211/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.021 Epoch 9 Batch 212/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.964, Loss: 0.024 Epoch 9 Batch 213/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.036 Epoch 9 Batch 214/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.964, Loss: 0.038 Epoch 9 Batch 215/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.964, Loss: 0.034 Epoch 9 Batch 216/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.963, Loss: 0.032 Epoch 9 Batch 217/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.963, Loss: 0.049 Epoch 9 Batch 218/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.963, Loss: 0.040 Epoch 9 Batch 219/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.036 Epoch 9 Batch 220/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.963, Loss: 0.032 Epoch 9 Batch 221/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.021 Epoch 9 Batch 222/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.964, Loss: 0.046 Epoch 9 Batch 223/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.963, Loss: 0.040 Epoch 9 Batch 224/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.953, Loss: 0.029 Epoch 9 Batch 225/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.953, Loss: 0.023 Epoch 9 Batch 226/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.953, Loss: 0.037 Epoch 9 Batch 227/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.048 Epoch 9 Batch 228/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.032 Epoch 9 Batch 229/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.025 Epoch 9 Batch 230/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.027 Epoch 9 Batch 231/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.044 Epoch 9 Batch 232/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.031 Epoch 9 Batch 233/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.969, Loss: 0.055 Epoch 9 Batch 234/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.978, Loss: 0.026 Epoch 9 Batch 235/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.023 Epoch 9 Batch 236/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.979, Loss: 0.024 Epoch 9 Batch 237/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.052 Epoch 9 Batch 238/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.024 Epoch 9 Batch 239/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.017 Epoch 9 Batch 240/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 241/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.978, Loss: 0.026 Epoch 9 Batch 242/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.978, Loss: 0.039 Epoch 9 Batch 243/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.978, Loss: 0.029 Epoch 9 Batch 244/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.041 Epoch 9 Batch 245/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.970, Loss: 0.030 Epoch 9 Batch 246/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.970, Loss: 0.031 Epoch 9 Batch 247/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.970, Loss: 0.028 Epoch 9 Batch 248/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.970, Loss: 0.033 Epoch 9 Batch 249/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.970, Loss: 0.038 Epoch 9 Batch 250/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.970, Loss: 0.035 Epoch 9 Batch 251/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.950, Loss: 0.045 Epoch 9 Batch 252/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.958, Loss: 0.068 Epoch 9 Batch 253/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.958, Loss: 0.028 Epoch 9 Batch 254/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.956, Loss: 0.031 Epoch 9 Batch 255/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.025 Epoch 9 Batch 256/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.024 Epoch 9 Batch 257/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.048 Epoch 9 Batch 258/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.019 Epoch 9 Batch 259/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.955, Loss: 0.045 Epoch 9 Batch 260/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.049 Epoch 9 Batch 261/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.956, Loss: 0.024 Epoch 9 Batch 262/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.027 Epoch 9 Batch 263/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.956, Loss: 0.036 Epoch 9 Batch 264/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.034 Epoch 9 Batch 265/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.040 Epoch 9 Batch 266/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.018 Epoch 9 Batch 267/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.032 Epoch 9 Batch 268/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.020 Epoch 9 Batch 269/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.956, Loss: 0.040 Epoch 9 Batch 270/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.024 Epoch 9 Batch 271/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.956, Loss: 0.026 Epoch 9 Batch 272/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.956, Loss: 0.022 Epoch 9 Batch 273/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.956, Loss: 0.028 Epoch 9 Batch 274/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.956, Loss: 0.050 Epoch 9 Batch 275/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.029 Epoch 9 Batch 276/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.962, Loss: 0.027 Epoch 9 Batch 277/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.962, Loss: 0.047 Epoch 9 Batch 278/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.952, Loss: 0.019 Epoch 9 Batch 279/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.943, Loss: 0.025 Epoch 9 Batch 280/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.953, Loss: 0.044 Epoch 9 Batch 281/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.953, Loss: 0.031 Epoch 9 Batch 282/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.954, Loss: 0.015 Epoch 9 Batch 283/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.954, Loss: 0.029 Epoch 9 Batch 284/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.025 Epoch 9 Batch 285/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.954, Loss: 0.048 Epoch 9 Batch 286/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.954, Loss: 0.027 Epoch 9 Batch 287/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.954, Loss: 0.033 Epoch 9 Batch 288/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.027 Epoch 9 Batch 289/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.036 Epoch 9 Batch 290/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.962, Loss: 0.050 Epoch 9 Batch 291/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.951, Loss: 0.035 Epoch 9 Batch 292/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.951, Loss: 0.047 Epoch 9 Batch 293/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.951, Loss: 0.042 Epoch 9 Batch 294/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.951, Loss: 0.103 Epoch 9 Batch 295/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.951, Loss: 0.035 Epoch 9 Batch 296/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.951, Loss: 0.044 Epoch 9 Batch 297/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.951, Loss: 0.032 Epoch 9 Batch 298/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.951, Loss: 0.044 Epoch 9 Batch 299/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.951, Loss: 0.030 Epoch 9 Batch 300/2154 - Train Accuracy: 0.990, Validation Accuracy: 0.963, Loss: 0.044 Epoch 9 Batch 301/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.963, Loss: 0.043 Epoch 9 Batch 302/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.019 Epoch 9 Batch 303/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.019 Epoch 9 Batch 304/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.961, Loss: 0.032 Epoch 9 Batch 305/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.043 Epoch 9 Batch 306/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.059 Epoch 9 Batch 307/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.053 Epoch 9 Batch 308/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.031 Epoch 9 Batch 309/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.957, Loss: 0.030 Epoch 9 Batch 310/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.950, Loss: 0.033 Epoch 9 Batch 311/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.028 Epoch 9 Batch 312/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.950, Loss: 0.035 Epoch 9 Batch 313/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.942, Loss: 0.013 Epoch 9 Batch 314/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.933, Loss: 0.033 Epoch 9 Batch 315/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.942, Loss: 0.027 Epoch 9 Batch 316/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.942, Loss: 0.031 Epoch 9 Batch 317/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.942, Loss: 0.042 Epoch 9 Batch 318/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.950, Loss: 0.034 Epoch 9 Batch 319/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.026 Epoch 9 Batch 320/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.954, Loss: 0.024 Epoch 9 Batch 321/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.954, Loss: 0.029 Epoch 9 Batch 322/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.954, Loss: 0.025 Epoch 9 Batch 323/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.029 Epoch 9 Batch 324/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.024 Epoch 9 Batch 325/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.036 Epoch 9 Batch 326/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.949, Loss: 0.031 Epoch 9 Batch 327/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.030 Epoch 9 Batch 328/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.046 Epoch 9 Batch 329/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.961, Loss: 0.034 Epoch 9 Batch 330/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.030 Epoch 9 Batch 331/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.024 Epoch 9 Batch 332/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.959, Loss: 0.039 Epoch 9 Batch 333/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.959, Loss: 0.040 Epoch 9 Batch 334/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.959, Loss: 0.031 Epoch 9 Batch 335/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.959, Loss: 0.019 Epoch 9 Batch 336/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.959, Loss: 0.054 Epoch 9 Batch 337/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.959, Loss: 0.072 Epoch 9 Batch 338/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.959, Loss: 0.030 Epoch 9 Batch 339/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.053 Epoch 9 Batch 340/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.959, Loss: 0.024 Epoch 9 Batch 341/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.959, Loss: 0.047 Epoch 9 Batch 342/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.043 Epoch 9 Batch 343/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.964, Loss: 0.045 Epoch 9 Batch 344/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.964, Loss: 0.022 Epoch 9 Batch 345/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.041 Epoch 9 Batch 346/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.963, Loss: 0.021 Epoch 9 Batch 347/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.033 Epoch 9 Batch 348/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.037 Epoch 9 Batch 349/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.963, Loss: 0.014 Epoch 9 Batch 350/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.963, Loss: 0.030 Epoch 9 Batch 351/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.954, Loss: 0.048 Epoch 9 Batch 352/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.018 Epoch 9 Batch 353/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.954, Loss: 0.035 Epoch 9 Batch 354/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.963, Loss: 0.020 Epoch 9 Batch 355/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.963, Loss: 0.043 Epoch 9 Batch 356/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.963, Loss: 0.031 Epoch 9 Batch 357/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.963, Loss: 0.029 Epoch 9 Batch 358/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.030 Epoch 9 Batch 359/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.963, Loss: 0.028 Epoch 9 Batch 360/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.963, Loss: 0.027 Epoch 9 Batch 361/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.963, Loss: 0.024 Epoch 9 Batch 362/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.952, Loss: 0.030 Epoch 9 Batch 363/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.041 Epoch 9 Batch 364/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.039 Epoch 9 Batch 365/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.961, Loss: 0.046 Epoch 9 Batch 366/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.961, Loss: 0.038 Epoch 9 Batch 367/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.034 Epoch 9 Batch 368/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.036 Epoch 9 Batch 369/2154 - Train Accuracy: 0.991, Validation Accuracy: 0.961, Loss: 0.011 Epoch 9 Batch 370/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.952, Loss: 0.051 Epoch 9 Batch 371/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.033 Epoch 9 Batch 372/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.053 Epoch 9 Batch 373/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.034 Epoch 9 Batch 374/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.961, Loss: 0.034 Epoch 9 Batch 375/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.961, Loss: 0.019 Epoch 9 Batch 376/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.961, Loss: 0.024 Epoch 9 Batch 377/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.961, Loss: 0.036 Epoch 9 Batch 378/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.035 Epoch 9 Batch 379/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.961, Loss: 0.034 Epoch 9 Batch 380/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.032 Epoch 9 Batch 381/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.041 Epoch 9 Batch 382/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.022 Epoch 9 Batch 383/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.021 Epoch 9 Batch 384/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.943, Loss: 0.025 Epoch 9 Batch 385/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.943, Loss: 0.022 Epoch 9 Batch 386/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.944, Loss: 0.042 Epoch 9 Batch 387/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.032 Epoch 9 Batch 388/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.032 Epoch 9 Batch 389/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.955, Loss: 0.021 Epoch 9 Batch 390/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.024 Epoch 9 Batch 391/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.947, Loss: 0.024 Epoch 9 Batch 392/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.947, Loss: 0.031 Epoch 9 Batch 393/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.947, Loss: 0.020 Epoch 9 Batch 394/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.947, Loss: 0.024 Epoch 9 Batch 395/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.955, Loss: 0.029 Epoch 9 Batch 396/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.955, Loss: 0.039 Epoch 9 Batch 397/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.038 Epoch 9 Batch 398/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.050 Epoch 9 Batch 399/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.964, Loss: 0.027 Epoch 9 Batch 400/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.964, Loss: 0.024 Epoch 9 Batch 401/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.964, Loss: 0.031 Epoch 9 Batch 402/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.964, Loss: 0.034 Epoch 9 Batch 403/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.964, Loss: 0.032 Epoch 9 Batch 404/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.019 Epoch 9 Batch 405/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.020 Epoch 9 Batch 406/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.026 Epoch 9 Batch 407/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.964, Loss: 0.034 Epoch 9 Batch 408/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.964, Loss: 0.028 Epoch 9 Batch 409/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.054 Epoch 9 Batch 410/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.964, Loss: 0.047 Epoch 9 Batch 411/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.955, Loss: 0.048 Epoch 9 Batch 412/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.955, Loss: 0.037 Epoch 9 Batch 413/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.955, Loss: 0.031 Epoch 9 Batch 414/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.955, Loss: 0.035 Epoch 9 Batch 415/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.972, Loss: 0.036 Epoch 9 Batch 416/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.021 Epoch 9 Batch 417/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.038 Epoch 9 Batch 418/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.972, Loss: 0.037 Epoch 9 Batch 419/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.972, Loss: 0.025 Epoch 9 Batch 420/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.018 Epoch 9 Batch 421/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.972, Loss: 0.041 Epoch 9 Batch 422/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.972, Loss: 0.023 Epoch 9 Batch 423/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.021 Epoch 9 Batch 424/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.035 Epoch 9 Batch 425/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.026 Epoch 9 Batch 426/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.012 Epoch 9 Batch 427/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.027 Epoch 9 Batch 428/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.020 Epoch 9 Batch 429/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.972, Loss: 0.021 Epoch 9 Batch 430/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.972, Loss: 0.034 Epoch 9 Batch 431/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.972, Loss: 0.036 Epoch 9 Batch 432/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.972, Loss: 0.029 Epoch 9 Batch 433/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.031 Epoch 9 Batch 434/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.972, Loss: 0.028 Epoch 9 Batch 435/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.972, Loss: 0.030 Epoch 9 Batch 436/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.963, Loss: 0.023 Epoch 9 Batch 437/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.972, Loss: 0.037 Epoch 9 Batch 438/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.972, Loss: 0.043 Epoch 9 Batch 439/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.972, Loss: 0.026 Epoch 9 Batch 440/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.019 Epoch 9 Batch 441/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.972, Loss: 0.040 Epoch 9 Batch 442/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.972, Loss: 0.032 Epoch 9 Batch 443/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.033 Epoch 9 Batch 444/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.972, Loss: 0.022 Epoch 9 Batch 445/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.972, Loss: 0.035 Epoch 9 Batch 446/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.972, Loss: 0.031 Epoch 9 Batch 447/2154 - Train Accuracy: 0.991, Validation Accuracy: 0.972, Loss: 0.016 Epoch 9 Batch 448/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.972, Loss: 0.033 Epoch 9 Batch 449/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.972, Loss: 0.031 Epoch 9 Batch 450/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.036 Epoch 9 Batch 451/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.981, Loss: 0.039 Epoch 9 Batch 452/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.972, Loss: 0.052 Epoch 9 Batch 453/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.972, Loss: 0.041 Epoch 9 Batch 454/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.029 Epoch 9 Batch 455/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.967, Loss: 0.035 Epoch 9 Batch 456/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.967, Loss: 0.044 Epoch 9 Batch 457/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.030 Epoch 9 Batch 458/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.976, Loss: 0.035 Epoch 9 Batch 459/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.981, Loss: 0.054 Epoch 9 Batch 460/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.972, Loss: 0.025 Epoch 9 Batch 461/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.028 Epoch 9 Batch 462/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.033 Epoch 9 Batch 463/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.960, Loss: 0.035 Epoch 9 Batch 464/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.064 Epoch 9 Batch 465/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.037 Epoch 9 Batch 466/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.960, Loss: 0.019 Epoch 9 Batch 467/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.024 Epoch 9 Batch 468/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.076 Epoch 9 Batch 469/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.035 Epoch 9 Batch 470/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.030 Epoch 9 Batch 471/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.054 Epoch 9 Batch 472/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.962, Loss: 0.036 Epoch 9 Batch 473/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.054 Epoch 9 Batch 474/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.051 Epoch 9 Batch 475/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.972, Loss: 0.021 Epoch 9 Batch 476/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.972, Loss: 0.040 Epoch 9 Batch 477/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.972, Loss: 0.037 Epoch 9 Batch 478/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.972, Loss: 0.035 Epoch 9 Batch 479/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.020 Epoch 9 Batch 480/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.972, Loss: 0.022 Epoch 9 Batch 481/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.972, Loss: 0.014 Epoch 9 Batch 482/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.972, Loss: 0.049 Epoch 9 Batch 483/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.972, Loss: 0.028 Epoch 9 Batch 484/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.981, Loss: 0.027 Epoch 9 Batch 485/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.981, Loss: 0.035 Epoch 9 Batch 486/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.983, Loss: 0.029 Epoch 9 Batch 487/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.983, Loss: 0.047 Epoch 9 Batch 488/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.983, Loss: 0.030 Epoch 9 Batch 489/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.982, Loss: 0.029 Epoch 9 Batch 490/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.983, Loss: 0.031 Epoch 9 Batch 491/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.983, Loss: 0.036 Epoch 9 Batch 492/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.983, Loss: 0.044 Epoch 9 Batch 493/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.983, Loss: 0.031 Epoch 9 Batch 494/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 495/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.969, Loss: 0.039 Epoch 9 Batch 496/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.969, Loss: 0.031 Epoch 9 Batch 497/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 498/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 499/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.040 Epoch 9 Batch 500/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 501/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 502/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.977, Loss: 0.016 Epoch 9 Batch 503/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 504/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.969, Loss: 0.059 Epoch 9 Batch 505/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.045 Epoch 9 Batch 506/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 507/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.968, Loss: 0.036 Epoch 9 Batch 508/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.037 Epoch 9 Batch 509/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.042 Epoch 9 Batch 510/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.968, Loss: 0.035 Epoch 9 Batch 511/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.024 Epoch 9 Batch 512/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.977, Loss: 0.030 Epoch 9 Batch 513/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.977, Loss: 0.066 Epoch 9 Batch 514/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.968, Loss: 0.066 Epoch 9 Batch 515/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.968, Loss: 0.024 Epoch 9 Batch 516/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.033 Epoch 9 Batch 517/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.051 Epoch 9 Batch 518/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.968, Loss: 0.032 Epoch 9 Batch 519/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.956, Loss: 0.047 Epoch 9 Batch 520/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.019 Epoch 9 Batch 521/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.956, Loss: 0.026 Epoch 9 Batch 522/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.025 Epoch 9 Batch 523/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.035 Epoch 9 Batch 524/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.036 Epoch 9 Batch 525/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.957, Loss: 0.029 Epoch 9 Batch 526/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.957, Loss: 0.025 Epoch 9 Batch 527/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.028 Epoch 9 Batch 528/2154 - Train Accuracy: 0.991, Validation Accuracy: 0.957, Loss: 0.017 Epoch 9 Batch 529/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.037 Epoch 9 Batch 530/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 531/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.025 Epoch 9 Batch 532/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.021 Epoch 9 Batch 533/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.029 Epoch 9 Batch 534/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.043 Epoch 9 Batch 535/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.036 Epoch 9 Batch 536/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.016 Epoch 9 Batch 537/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.044 Epoch 9 Batch 538/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.034 Epoch 9 Batch 539/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.056 Epoch 9 Batch 540/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.948, Loss: 0.027 Epoch 9 Batch 541/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.029 Epoch 9 Batch 542/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.949, Loss: 0.043 Epoch 9 Batch 543/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.027 Epoch 9 Batch 544/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.949, Loss: 0.028 Epoch 9 Batch 545/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.053 Epoch 9 Batch 546/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.957, Loss: 0.067 Epoch 9 Batch 547/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.023 Epoch 9 Batch 548/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.023 Epoch 9 Batch 549/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.032 Epoch 9 Batch 550/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.036 Epoch 9 Batch 551/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.037 Epoch 9 Batch 552/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 553/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.081 Epoch 9 Batch 554/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.957, Loss: 0.027 Epoch 9 Batch 555/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.957, Loss: 0.045 Epoch 9 Batch 556/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.020 Epoch 9 Batch 557/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.036 Epoch 9 Batch 558/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.957, Loss: 0.058 Epoch 9 Batch 559/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.031 Epoch 9 Batch 560/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.044 Epoch 9 Batch 561/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.957, Loss: 0.035 Epoch 9 Batch 562/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.957, Loss: 0.042 Epoch 9 Batch 563/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.059 Epoch 9 Batch 564/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.957, Loss: 0.032 Epoch 9 Batch 565/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.956, Loss: 0.038 Epoch 9 Batch 566/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.063 Epoch 9 Batch 567/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.036 Epoch 9 Batch 568/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.947, Loss: 0.038 Epoch 9 Batch 569/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.947, Loss: 0.028 Epoch 9 Batch 570/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.947, Loss: 0.056 Epoch 9 Batch 571/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.956, Loss: 0.020 Epoch 9 Batch 572/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.947, Loss: 0.035 Epoch 9 Batch 573/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.038 Epoch 9 Batch 574/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.948, Loss: 0.037 Epoch 9 Batch 575/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.948, Loss: 0.049 Epoch 9 Batch 576/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.948, Loss: 0.024 Epoch 9 Batch 577/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.954, Loss: 0.040 Epoch 9 Batch 578/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.945, Loss: 0.025 Epoch 9 Batch 579/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.945, Loss: 0.038 Epoch 9 Batch 580/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.945, Loss: 0.044 Epoch 9 Batch 581/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.945, Loss: 0.049 Epoch 9 Batch 582/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.945, Loss: 0.053 Epoch 9 Batch 583/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.945, Loss: 0.074 Epoch 9 Batch 584/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.945, Loss: 0.062 Epoch 9 Batch 585/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.945, Loss: 0.036 Epoch 9 Batch 586/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.058 Epoch 9 Batch 587/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.954, Loss: 0.041 Epoch 9 Batch 588/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.954, Loss: 0.028 Epoch 9 Batch 589/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.026 Epoch 9 Batch 590/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.949, Loss: 0.032 Epoch 9 Batch 591/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.950, Loss: 0.026 Epoch 9 Batch 592/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.950, Loss: 0.064 Epoch 9 Batch 593/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.036 Epoch 9 Batch 594/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.950, Loss: 0.034 Epoch 9 Batch 595/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.031 Epoch 9 Batch 596/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.950, Loss: 0.058 Epoch 9 Batch 597/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.941, Loss: 0.030 Epoch 9 Batch 598/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.950, Loss: 0.053 Epoch 9 Batch 599/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.057 Epoch 9 Batch 600/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.024 Epoch 9 Batch 601/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.029 Epoch 9 Batch 602/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.962, Loss: 0.040 Epoch 9 Batch 603/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.962, Loss: 0.042 Epoch 9 Batch 604/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.029 Epoch 9 Batch 605/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.042 Epoch 9 Batch 606/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.952, Loss: 0.024 Epoch 9 Batch 607/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.038 Epoch 9 Batch 608/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.961, Loss: 0.047 Epoch 9 Batch 609/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.061 Epoch 9 Batch 610/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 611/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.031 Epoch 9 Batch 612/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 613/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.040 Epoch 9 Batch 614/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 615/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.042 Epoch 9 Batch 616/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.969, Loss: 0.032 Epoch 9 Batch 617/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.961, Loss: 0.029 Epoch 9 Batch 618/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.961, Loss: 0.045 Epoch 9 Batch 619/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.961, Loss: 0.015 Epoch 9 Batch 620/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.961, Loss: 0.031 Epoch 9 Batch 621/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.961, Loss: 0.044 Epoch 9 Batch 622/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.031 Epoch 9 Batch 623/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.035 Epoch 9 Batch 624/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.033 Epoch 9 Batch 625/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.031 Epoch 9 Batch 626/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.048 Epoch 9 Batch 627/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.025 Epoch 9 Batch 628/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.024 Epoch 9 Batch 629/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.056 Epoch 9 Batch 630/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.957, Loss: 0.032 Epoch 9 Batch 631/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.026 Epoch 9 Batch 632/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.022 Epoch 9 Batch 633/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.023 Epoch 9 Batch 634/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.036 Epoch 9 Batch 635/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.948, Loss: 0.044 Epoch 9 Batch 636/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.948, Loss: 0.042 Epoch 9 Batch 637/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.948, Loss: 0.028 Epoch 9 Batch 638/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.024 Epoch 9 Batch 639/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.949, Loss: 0.047 Epoch 9 Batch 640/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.949, Loss: 0.031 Epoch 9 Batch 641/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.949, Loss: 0.027 Epoch 9 Batch 642/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.949, Loss: 0.045 Epoch 9 Batch 643/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.949, Loss: 0.023 Epoch 9 Batch 644/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.940, Loss: 0.031 Epoch 9 Batch 645/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.022 Epoch 9 Batch 646/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.940, Loss: 0.033 Epoch 9 Batch 647/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.949, Loss: 0.036 Epoch 9 Batch 648/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 649/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.020 Epoch 9 Batch 650/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.032 Epoch 9 Batch 651/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 652/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.957, Loss: 0.026 Epoch 9 Batch 653/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.027 Epoch 9 Batch 654/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.958, Loss: 0.023 Epoch 9 Batch 655/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.031 Epoch 9 Batch 656/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.958, Loss: 0.052 Epoch 9 Batch 657/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.032 Epoch 9 Batch 658/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.055 Epoch 9 Batch 659/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 660/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 661/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 662/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.968, Loss: 0.049 Epoch 9 Batch 663/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.968, Loss: 0.054 Epoch 9 Batch 664/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 665/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 666/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.027 Epoch 9 Batch 667/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.024 Epoch 9 Batch 668/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.026 Epoch 9 Batch 669/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.032 Epoch 9 Batch 670/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.960, Loss: 0.026 Epoch 9 Batch 671/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.061 Epoch 9 Batch 672/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.025 Epoch 9 Batch 673/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.960, Loss: 0.106 Epoch 9 Batch 674/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.035 Epoch 9 Batch 675/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.950, Loss: 0.040 Epoch 9 Batch 676/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.038 Epoch 9 Batch 677/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.950, Loss: 0.049 Epoch 9 Batch 678/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.938, Loss: 0.047 Epoch 9 Batch 679/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.938, Loss: 0.027 Epoch 9 Batch 680/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.938, Loss: 0.016 Epoch 9 Batch 681/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.938, Loss: 0.044 Epoch 9 Batch 682/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.017 Epoch 9 Batch 683/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.938, Loss: 0.039 Epoch 9 Batch 684/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.938, Loss: 0.055 Epoch 9 Batch 685/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.938, Loss: 0.027 Epoch 9 Batch 686/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.950, Loss: 0.028 Epoch 9 Batch 687/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.047 Epoch 9 Batch 688/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.952, Loss: 0.032 Epoch 9 Batch 689/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.952, Loss: 0.019 Epoch 9 Batch 690/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.952, Loss: 0.043 Epoch 9 Batch 691/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.952, Loss: 0.030 Epoch 9 Batch 692/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.025 Epoch 9 Batch 693/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.948, Loss: 0.030 Epoch 9 Batch 694/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.948, Loss: 0.038 Epoch 9 Batch 695/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.948, Loss: 0.022 Epoch 9 Batch 696/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.948, Loss: 0.019 Epoch 9 Batch 697/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.948, Loss: 0.010 Epoch 9 Batch 698/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.948, Loss: 0.026 Epoch 9 Batch 699/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.948, Loss: 0.028 Epoch 9 Batch 700/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.948, Loss: 0.025 Epoch 9 Batch 701/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.948, Loss: 0.036 Epoch 9 Batch 702/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.948, Loss: 0.018 Epoch 9 Batch 703/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.947, Loss: 0.034 Epoch 9 Batch 704/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.947, Loss: 0.024 Epoch 9 Batch 705/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.939, Loss: 0.021 Epoch 9 Batch 706/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.939, Loss: 0.022 Epoch 9 Batch 707/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.947, Loss: 0.024 Epoch 9 Batch 708/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.947, Loss: 0.033 Epoch 9 Batch 709/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.939, Loss: 0.046 Epoch 9 Batch 710/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.939, Loss: 0.027 Epoch 9 Batch 711/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.939, Loss: 0.035 Epoch 9 Batch 712/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.939, Loss: 0.031 Epoch 9 Batch 713/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.939, Loss: 0.034 Epoch 9 Batch 714/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.939, Loss: 0.029 Epoch 9 Batch 715/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.939, Loss: 0.030 Epoch 9 Batch 716/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.940, Loss: 0.032 Epoch 9 Batch 717/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.939, Loss: 0.059 Epoch 9 Batch 718/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.939, Loss: 0.025 Epoch 9 Batch 719/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.939, Loss: 0.041 Epoch 9 Batch 720/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.939, Loss: 0.027 Epoch 9 Batch 721/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.939, Loss: 0.031 Epoch 9 Batch 722/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.939, Loss: 0.027 Epoch 9 Batch 723/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.939, Loss: 0.045 Epoch 9 Batch 724/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.939, Loss: 0.025 Epoch 9 Batch 725/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.940, Loss: 0.036 Epoch 9 Batch 726/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.030 Epoch 9 Batch 727/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.948, Loss: 0.037 Epoch 9 Batch 728/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.948, Loss: 0.026 Epoch 9 Batch 729/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.940, Loss: 0.024 Epoch 9 Batch 730/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.940, Loss: 0.048 Epoch 9 Batch 731/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.940, Loss: 0.034 Epoch 9 Batch 732/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.940, Loss: 0.024 Epoch 9 Batch 733/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.948, Loss: 0.038 Epoch 9 Batch 734/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.037 Epoch 9 Batch 735/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.948, Loss: 0.016 Epoch 9 Batch 736/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.024 Epoch 9 Batch 737/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.044 Epoch 9 Batch 738/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.022 Epoch 9 Batch 739/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.022 Epoch 9 Batch 740/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.028 Epoch 9 Batch 741/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 742/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.022 Epoch 9 Batch 743/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.020 Epoch 9 Batch 744/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.031 Epoch 9 Batch 745/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.952, Loss: 0.028 Epoch 9 Batch 746/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.952, Loss: 0.022 Epoch 9 Batch 747/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.961, Loss: 0.037 Epoch 9 Batch 748/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.952, Loss: 0.023 Epoch 9 Batch 749/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.952, Loss: 0.050 Epoch 9 Batch 750/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.036 Epoch 9 Batch 751/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.040 Epoch 9 Batch 752/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.033 Epoch 9 Batch 753/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.973, Loss: 0.040 Epoch 9 Batch 754/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 755/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.969, Loss: 0.039 Epoch 9 Batch 756/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.041 Epoch 9 Batch 757/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.055 Epoch 9 Batch 758/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.017 Epoch 9 Batch 759/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.040 Epoch 9 Batch 760/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.956, Loss: 0.041 Epoch 9 Batch 761/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.961, Loss: 0.029 Epoch 9 Batch 762/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.961, Loss: 0.036 Epoch 9 Batch 763/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.040 Epoch 9 Batch 764/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.022 Epoch 9 Batch 765/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.961, Loss: 0.056 Epoch 9 Batch 766/2154 - Train Accuracy: 0.903, Validation Accuracy: 0.952, Loss: 0.044 Epoch 9 Batch 767/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.952, Loss: 0.039 Epoch 9 Batch 768/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.952, Loss: 0.031 Epoch 9 Batch 769/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.952, Loss: 0.022 Epoch 9 Batch 770/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.952, Loss: 0.029 Epoch 9 Batch 771/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.952, Loss: 0.044 Epoch 9 Batch 772/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.015 Epoch 9 Batch 773/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.033 Epoch 9 Batch 774/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.961, Loss: 0.036 Epoch 9 Batch 775/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.961, Loss: 0.029 Epoch 9 Batch 776/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.031 Epoch 9 Batch 777/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.028 Epoch 9 Batch 778/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.961, Loss: 0.033 Epoch 9 Batch 779/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.956, Loss: 0.043 Epoch 9 Batch 780/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.023 Epoch 9 Batch 781/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.029 Epoch 9 Batch 782/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.956, Loss: 0.058 Epoch 9 Batch 783/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.956, Loss: 0.031 Epoch 9 Batch 784/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.961, Loss: 0.055 Epoch 9 Batch 785/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.949, Loss: 0.037 Epoch 9 Batch 786/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.949, Loss: 0.049 Epoch 9 Batch 787/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.949, Loss: 0.027 Epoch 9 Batch 788/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.949, Loss: 0.024 Epoch 9 Batch 789/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.949, Loss: 0.034 Epoch 9 Batch 790/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.949, Loss: 0.027 Epoch 9 Batch 791/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.949, Loss: 0.022 Epoch 9 Batch 792/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.949, Loss: 0.028 Epoch 9 Batch 793/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.949, Loss: 0.040 Epoch 9 Batch 794/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.045 Epoch 9 Batch 795/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.957, Loss: 0.045 Epoch 9 Batch 796/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 797/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.028 Epoch 9 Batch 798/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.031 Epoch 9 Batch 799/2154 - Train Accuracy: 0.924, Validation Accuracy: 0.949, Loss: 0.036 Epoch 9 Batch 800/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.949, Loss: 0.028 Epoch 9 Batch 801/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.949, Loss: 0.044 Epoch 9 Batch 802/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.949, Loss: 0.057 Epoch 9 Batch 803/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.949, Loss: 0.026 Epoch 9 Batch 804/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.949, Loss: 0.015 Epoch 9 Batch 805/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.940, Loss: 0.017 Epoch 9 Batch 806/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.940, Loss: 0.036 Epoch 9 Batch 807/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.940, Loss: 0.036 Epoch 9 Batch 808/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.940, Loss: 0.059 Epoch 9 Batch 809/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.940, Loss: 0.052 Epoch 9 Batch 810/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.949, Loss: 0.040 Epoch 9 Batch 811/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.949, Loss: 0.058 Epoch 9 Batch 812/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.949, Loss: 0.028 Epoch 9 Batch 813/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.019 Epoch 9 Batch 814/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.949, Loss: 0.022 Epoch 9 Batch 815/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.039 Epoch 9 Batch 816/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.029 Epoch 9 Batch 817/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.035 Epoch 9 Batch 818/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.950, Loss: 0.029 Epoch 9 Batch 819/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.034 Epoch 9 Batch 820/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.031 Epoch 9 Batch 821/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.950, Loss: 0.068 Epoch 9 Batch 822/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.049 Epoch 9 Batch 823/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.950, Loss: 0.028 Epoch 9 Batch 824/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.950, Loss: 0.061 Epoch 9 Batch 825/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.028 Epoch 9 Batch 826/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.950, Loss: 0.034 Epoch 9 Batch 827/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.950, Loss: 0.041 Epoch 9 Batch 828/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.950, Loss: 0.021 Epoch 9 Batch 829/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.017 Epoch 9 Batch 830/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.962, Loss: 0.056 Epoch 9 Batch 831/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.962, Loss: 0.073 Epoch 9 Batch 832/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.030 Epoch 9 Batch 833/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.055 Epoch 9 Batch 834/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.962, Loss: 0.031 Epoch 9 Batch 835/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.078 Epoch 9 Batch 836/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.962, Loss: 0.067 Epoch 9 Batch 837/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.025 Epoch 9 Batch 838/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.962, Loss: 0.022 Epoch 9 Batch 839/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.037 Epoch 9 Batch 840/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.962, Loss: 0.035 Epoch 9 Batch 841/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.022 Epoch 9 Batch 842/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.031 Epoch 9 Batch 843/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.970, Loss: 0.053 Epoch 9 Batch 844/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.970, Loss: 0.047 Epoch 9 Batch 845/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.970, Loss: 0.030 Epoch 9 Batch 846/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.958, Loss: 0.024 Epoch 9 Batch 847/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.037 Epoch 9 Batch 848/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.958, Loss: 0.040 Epoch 9 Batch 849/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.958, Loss: 0.042 Epoch 9 Batch 850/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.950, Loss: 0.025 Epoch 9 Batch 851/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.950, Loss: 0.026 Epoch 9 Batch 852/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.950, Loss: 0.037 Epoch 9 Batch 853/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.033 Epoch 9 Batch 854/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.048 Epoch 9 Batch 855/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.950, Loss: 0.038 Epoch 9 Batch 856/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.950, Loss: 0.024 Epoch 9 Batch 857/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.950, Loss: 0.034 Epoch 9 Batch 858/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.950, Loss: 0.018 Epoch 9 Batch 859/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.950, Loss: 0.026 Epoch 9 Batch 860/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.025 Epoch 9 Batch 861/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.949, Loss: 0.028 Epoch 9 Batch 862/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.949, Loss: 0.025 Epoch 9 Batch 863/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.019 Epoch 9 Batch 864/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.949, Loss: 0.027 Epoch 9 Batch 865/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.042 Epoch 9 Batch 866/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.949, Loss: 0.037 Epoch 9 Batch 867/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.957, Loss: 0.070 Epoch 9 Batch 868/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.948, Loss: 0.021 Epoch 9 Batch 869/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.948, Loss: 0.022 Epoch 9 Batch 870/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.948, Loss: 0.022 Epoch 9 Batch 871/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.949, Loss: 0.040 Epoch 9 Batch 872/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.949, Loss: 0.050 Epoch 9 Batch 873/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.949, Loss: 0.032 Epoch 9 Batch 874/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.949, Loss: 0.033 Epoch 9 Batch 875/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.949, Loss: 0.025 Epoch 9 Batch 876/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.019 Epoch 9 Batch 877/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.949, Loss: 0.039 Epoch 9 Batch 878/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.035 Epoch 9 Batch 879/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.033 Epoch 9 Batch 880/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.957, Loss: 0.028 Epoch 9 Batch 881/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 882/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 883/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 884/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.961, Loss: 0.033 Epoch 9 Batch 885/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.969, Loss: 0.049 Epoch 9 Batch 886/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 887/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.022 Epoch 9 Batch 888/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 889/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.969, Loss: 0.024 Epoch 9 Batch 890/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 891/2154 - Train Accuracy: 0.915, Validation Accuracy: 0.969, Loss: 0.046 Epoch 9 Batch 892/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.016 Epoch 9 Batch 893/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.016 Epoch 9 Batch 894/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.024 Epoch 9 Batch 895/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.044 Epoch 9 Batch 896/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.039 Epoch 9 Batch 897/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.056 Epoch 9 Batch 898/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.045 Epoch 9 Batch 899/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.949, Loss: 0.034 Epoch 9 Batch 900/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.949, Loss: 0.041 Epoch 9 Batch 901/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.949, Loss: 0.037 Epoch 9 Batch 902/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.949, Loss: 0.049 Epoch 9 Batch 903/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.949, Loss: 0.035 Epoch 9 Batch 904/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.949, Loss: 0.033 Epoch 9 Batch 905/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.035 Epoch 9 Batch 906/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 907/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.969, Loss: 0.028 Epoch 9 Batch 908/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.969, Loss: 0.035 Epoch 9 Batch 909/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.969, Loss: 0.040 Epoch 9 Batch 910/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.040 Epoch 9 Batch 911/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 912/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.969, Loss: 0.054 Epoch 9 Batch 913/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 914/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.041 Epoch 9 Batch 915/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.022 Epoch 9 Batch 916/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.969, Loss: 0.019 Epoch 9 Batch 917/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 918/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.969, Loss: 0.047 Epoch 9 Batch 919/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.050 Epoch 9 Batch 920/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.029 Epoch 9 Batch 921/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 922/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.974, Loss: 0.061 Epoch 9 Batch 923/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.974, Loss: 0.029 Epoch 9 Batch 924/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.974, Loss: 0.022 Epoch 9 Batch 925/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.022 Epoch 9 Batch 926/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.974, Loss: 0.053 Epoch 9 Batch 927/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.974, Loss: 0.046 Epoch 9 Batch 928/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.974, Loss: 0.032 Epoch 9 Batch 929/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.032 Epoch 9 Batch 930/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.966, Loss: 0.036 Epoch 9 Batch 931/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.023 Epoch 9 Batch 932/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.038 Epoch 9 Batch 933/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.028 Epoch 9 Batch 934/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.961, Loss: 0.025 Epoch 9 Batch 935/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.036 Epoch 9 Batch 936/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.037 Epoch 9 Batch 937/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.015 Epoch 9 Batch 938/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.952, Loss: 0.062 Epoch 9 Batch 939/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.944, Loss: 0.029 Epoch 9 Batch 940/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.943, Loss: 0.041 Epoch 9 Batch 941/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.943, Loss: 0.037 Epoch 9 Batch 942/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.943, Loss: 0.032 Epoch 9 Batch 943/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.952, Loss: 0.019 Epoch 9 Batch 944/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.952, Loss: 0.028 Epoch 9 Batch 945/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.031 Epoch 9 Batch 946/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.952, Loss: 0.035 Epoch 9 Batch 947/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.952, Loss: 0.046 Epoch 9 Batch 948/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.960, Loss: 0.024 Epoch 9 Batch 949/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.969, Loss: 0.021 Epoch 9 Batch 950/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.961, Loss: 0.038 Epoch 9 Batch 951/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.961, Loss: 0.017 Epoch 9 Batch 952/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.961, Loss: 0.042 Epoch 9 Batch 953/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 954/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.020 Epoch 9 Batch 955/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 956/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.051 Epoch 9 Batch 957/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.050 Epoch 9 Batch 958/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.018 Epoch 9 Batch 959/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.031 Epoch 9 Batch 960/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.045 Epoch 9 Batch 961/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 962/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.957, Loss: 0.036 Epoch 9 Batch 963/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.029 Epoch 9 Batch 964/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.948, Loss: 0.034 Epoch 9 Batch 965/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.948, Loss: 0.044 Epoch 9 Batch 966/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.948, Loss: 0.032 Epoch 9 Batch 967/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.948, Loss: 0.027 Epoch 9 Batch 968/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.948, Loss: 0.041 Epoch 9 Batch 969/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.948, Loss: 0.044 Epoch 9 Batch 970/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.948, Loss: 0.034 Epoch 9 Batch 971/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.948, Loss: 0.034 Epoch 9 Batch 972/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.948, Loss: 0.032 Epoch 9 Batch 973/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.948, Loss: 0.021 Epoch 9 Batch 974/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.034 Epoch 9 Batch 975/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.947, Loss: 0.034 Epoch 9 Batch 976/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.947, Loss: 0.036 Epoch 9 Batch 977/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.947, Loss: 0.026 Epoch 9 Batch 978/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.024 Epoch 9 Batch 979/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.947, Loss: 0.028 Epoch 9 Batch 980/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.027 Epoch 9 Batch 981/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.947, Loss: 0.028 Epoch 9 Batch 982/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.947, Loss: 0.033 Epoch 9 Batch 983/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.947, Loss: 0.048 Epoch 9 Batch 984/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.947, Loss: 0.032 Epoch 9 Batch 985/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.938, Loss: 0.046 Epoch 9 Batch 986/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.938, Loss: 0.028 Epoch 9 Batch 987/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.938, Loss: 0.018 Epoch 9 Batch 988/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.938, Loss: 0.030 Epoch 9 Batch 989/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.939, Loss: 0.019 Epoch 9 Batch 990/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.939, Loss: 0.028 Epoch 9 Batch 991/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.939, Loss: 0.020 Epoch 9 Batch 992/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.939, Loss: 0.033 Epoch 9 Batch 993/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.939, Loss: 0.028 Epoch 9 Batch 994/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.930, Loss: 0.052 Epoch 9 Batch 995/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.938, Loss: 0.033 Epoch 9 Batch 996/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.938, Loss: 0.047 Epoch 9 Batch 997/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.947, Loss: 0.026 Epoch 9 Batch 998/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.036 Epoch 9 Batch 999/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.947, Loss: 0.023 Epoch 9 Batch 1000/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.947, Loss: 0.028 Epoch 9 Batch 1001/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.947, Loss: 0.019 Epoch 9 Batch 1002/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.947, Loss: 0.036 Epoch 9 Batch 1003/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.947, Loss: 0.021 Epoch 9 Batch 1004/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.936, Loss: 0.018 Epoch 9 Batch 1005/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.937, Loss: 0.021 Epoch 9 Batch 1006/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.938, Loss: 0.053 Epoch 9 Batch 1007/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.938, Loss: 0.024 Epoch 9 Batch 1008/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.950, Loss: 0.042 Epoch 9 Batch 1009/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.950, Loss: 0.021 Epoch 9 Batch 1010/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.950, Loss: 0.023 Epoch 9 Batch 1011/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.950, Loss: 0.016 Epoch 9 Batch 1012/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.950, Loss: 0.026 Epoch 9 Batch 1013/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.032 Epoch 9 Batch 1014/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.950, Loss: 0.032 Epoch 9 Batch 1015/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.959, Loss: 0.045 Epoch 9 Batch 1016/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.959, Loss: 0.036 Epoch 9 Batch 1017/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.024 Epoch 9 Batch 1018/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.959, Loss: 0.021 Epoch 9 Batch 1019/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.967, Loss: 0.037 Epoch 9 Batch 1020/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.046 Epoch 9 Batch 1021/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.967, Loss: 0.036 Epoch 9 Batch 1022/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.015 Epoch 9 Batch 1023/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.967, Loss: 0.029 Epoch 9 Batch 1024/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.031 Epoch 9 Batch 1025/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.967, Loss: 0.033 Epoch 9 Batch 1026/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.025 Epoch 9 Batch 1027/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.030 Epoch 9 Batch 1028/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.058 Epoch 9 Batch 1029/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.038 Epoch 9 Batch 1030/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.967, Loss: 0.025 Epoch 9 Batch 1031/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.034 Epoch 9 Batch 1032/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.957, Loss: 0.020 Epoch 9 Batch 1033/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.957, Loss: 0.034 Epoch 9 Batch 1034/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.039 Epoch 9 Batch 1035/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.958, Loss: 0.022 Epoch 9 Batch 1036/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.047 Epoch 9 Batch 1037/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.945, Loss: 0.029 Epoch 9 Batch 1038/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.945, Loss: 0.035 Epoch 9 Batch 1039/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.945, Loss: 0.039 Epoch 9 Batch 1040/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.945, Loss: 0.019 Epoch 9 Batch 1041/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.945, Loss: 0.030 Epoch 9 Batch 1042/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.945, Loss: 0.028 Epoch 9 Batch 1043/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.024 Epoch 9 Batch 1044/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.945, Loss: 0.046 Epoch 9 Batch 1045/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.946, Loss: 0.046 Epoch 9 Batch 1046/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.946, Loss: 0.032 Epoch 9 Batch 1047/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.052 Epoch 9 Batch 1048/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.030 Epoch 9 Batch 1049/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.021 Epoch 9 Batch 1050/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.957, Loss: 0.043 Epoch 9 Batch 1051/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1052/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.060 Epoch 9 Batch 1053/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 1054/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 1055/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.974, Loss: 0.038 Epoch 9 Batch 1056/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.974, Loss: 0.036 Epoch 9 Batch 1057/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.974, Loss: 0.034 Epoch 9 Batch 1058/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.974, Loss: 0.040 Epoch 9 Batch 1059/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.974, Loss: 0.042 Epoch 9 Batch 1060/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.974, Loss: 0.038 Epoch 9 Batch 1061/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.974, Loss: 0.045 Epoch 9 Batch 1062/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.974, Loss: 0.036 Epoch 9 Batch 1063/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.045 Epoch 9 Batch 1064/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.962, Loss: 0.033 Epoch 9 Batch 1065/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.962, Loss: 0.048 Epoch 9 Batch 1066/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.962, Loss: 0.053 Epoch 9 Batch 1067/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.962, Loss: 0.034 Epoch 9 Batch 1068/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.025 Epoch 9 Batch 1069/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.962, Loss: 0.042 Epoch 9 Batch 1070/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.022 Epoch 9 Batch 1071/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.962, Loss: 0.034 Epoch 9 Batch 1072/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.037 Epoch 9 Batch 1073/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.952, Loss: 0.044 Epoch 9 Batch 1074/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.952, Loss: 0.029 Epoch 9 Batch 1075/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.024 Epoch 9 Batch 1076/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.031 Epoch 9 Batch 1077/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.022 Epoch 9 Batch 1078/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.962, Loss: 0.020 Epoch 9 Batch 1079/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.962, Loss: 0.052 Epoch 9 Batch 1080/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.057 Epoch 9 Batch 1081/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.973, Loss: 0.030 Epoch 9 Batch 1082/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.020 Epoch 9 Batch 1083/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.023 Epoch 9 Batch 1084/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.973, Loss: 0.038 Epoch 9 Batch 1085/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.973, Loss: 0.021 Epoch 9 Batch 1086/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.973, Loss: 0.039 Epoch 9 Batch 1087/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.973, Loss: 0.043 Epoch 9 Batch 1088/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.973, Loss: 0.020 Epoch 9 Batch 1089/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.973, Loss: 0.018 Epoch 9 Batch 1090/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.973, Loss: 0.028 Epoch 9 Batch 1091/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.973, Loss: 0.037 Epoch 9 Batch 1092/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.973, Loss: 0.033 Epoch 9 Batch 1093/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.974, Loss: 0.046 Epoch 9 Batch 1094/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.033 Epoch 9 Batch 1095/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.028 Epoch 9 Batch 1096/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.974, Loss: 0.037 Epoch 9 Batch 1097/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.973, Loss: 0.045 Epoch 9 Batch 1098/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.973, Loss: 0.028 Epoch 9 Batch 1099/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.973, Loss: 0.032 Epoch 9 Batch 1100/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.973, Loss: 0.033 Epoch 9 Batch 1101/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.973, Loss: 0.024 Epoch 9 Batch 1102/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.973, Loss: 0.020 Epoch 9 Batch 1103/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.029 Epoch 9 Batch 1104/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.972, Loss: 0.037 Epoch 9 Batch 1105/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.030 Epoch 9 Batch 1106/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.977, Loss: 0.048 Epoch 9 Batch 1107/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.977, Loss: 0.044 Epoch 9 Batch 1108/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.977, Loss: 0.057 Epoch 9 Batch 1109/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.977, Loss: 0.032 Epoch 9 Batch 1110/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.977, Loss: 0.032 Epoch 9 Batch 1111/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.972, Loss: 0.032 Epoch 9 Batch 1112/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.019 Epoch 9 Batch 1113/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.964, Loss: 0.020 Epoch 9 Batch 1114/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.964, Loss: 0.026 Epoch 9 Batch 1115/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.964, Loss: 0.022 Epoch 9 Batch 1116/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.964, Loss: 0.036 Epoch 9 Batch 1117/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.964, Loss: 0.031 Epoch 9 Batch 1118/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.026 Epoch 9 Batch 1119/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.039 Epoch 9 Batch 1120/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.024 Epoch 9 Batch 1121/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 1122/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1123/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.027 Epoch 9 Batch 1124/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.024 Epoch 9 Batch 1125/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.977, Loss: 0.030 Epoch 9 Batch 1126/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.977, Loss: 0.031 Epoch 9 Batch 1127/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.977, Loss: 0.050 Epoch 9 Batch 1128/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.977, Loss: 0.037 Epoch 9 Batch 1129/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.976, Loss: 0.061 Epoch 9 Batch 1130/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.976, Loss: 0.025 Epoch 9 Batch 1131/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.976, Loss: 0.026 Epoch 9 Batch 1132/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.976, Loss: 0.050 Epoch 9 Batch 1133/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.976, Loss: 0.037 Epoch 9 Batch 1134/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.028 Epoch 9 Batch 1135/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.031 Epoch 9 Batch 1136/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.967, Loss: 0.029 Epoch 9 Batch 1137/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.019 Epoch 9 Batch 1138/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.039 Epoch 9 Batch 1139/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.035 Epoch 9 Batch 1140/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.030 Epoch 9 Batch 1141/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.024 Epoch 9 Batch 1142/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.048 Epoch 9 Batch 1143/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.020 Epoch 9 Batch 1144/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.977, Loss: 0.028 Epoch 9 Batch 1145/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.977, Loss: 0.032 Epoch 9 Batch 1146/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.032 Epoch 9 Batch 1147/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.977, Loss: 0.032 Epoch 9 Batch 1148/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.063 Epoch 9 Batch 1149/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.974, Loss: 0.046 Epoch 9 Batch 1150/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.974, Loss: 0.040 Epoch 9 Batch 1151/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.037 Epoch 9 Batch 1152/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.024 Epoch 9 Batch 1153/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.976, Loss: 0.025 Epoch 9 Batch 1154/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.964, Loss: 0.031 Epoch 9 Batch 1155/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.964, Loss: 0.031 Epoch 9 Batch 1156/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.964, Loss: 0.041 Epoch 9 Batch 1157/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.964, Loss: 0.020 Epoch 9 Batch 1158/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.026 Epoch 9 Batch 1159/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.037 Epoch 9 Batch 1160/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.965, Loss: 0.027 Epoch 9 Batch 1161/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.965, Loss: 0.014 Epoch 9 Batch 1162/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.027 Epoch 9 Batch 1163/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.965, Loss: 0.022 Epoch 9 Batch 1164/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.018 Epoch 9 Batch 1165/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.965, Loss: 0.040 Epoch 9 Batch 1166/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.965, Loss: 0.018 Epoch 9 Batch 1167/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.956, Loss: 0.045 Epoch 9 Batch 1168/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.956, Loss: 0.043 Epoch 9 Batch 1169/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.956, Loss: 0.039 Epoch 9 Batch 1170/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.956, Loss: 0.023 Epoch 9 Batch 1171/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.022 Epoch 9 Batch 1172/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.956, Loss: 0.019 Epoch 9 Batch 1173/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.965, Loss: 0.026 Epoch 9 Batch 1174/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.965, Loss: 0.026 Epoch 9 Batch 1175/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.966, Loss: 0.045 Epoch 9 Batch 1176/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.966, Loss: 0.041 Epoch 9 Batch 1177/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.021 Epoch 9 Batch 1178/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.028 Epoch 9 Batch 1179/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.967, Loss: 0.018 Epoch 9 Batch 1180/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.967, Loss: 0.036 Epoch 9 Batch 1181/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.966, Loss: 0.032 Epoch 9 Batch 1182/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.020 Epoch 9 Batch 1183/2154 - Train Accuracy: 0.990, Validation Accuracy: 0.966, Loss: 0.020 Epoch 9 Batch 1184/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.966, Loss: 0.045 Epoch 9 Batch 1185/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.046 Epoch 9 Batch 1186/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.966, Loss: 0.029 Epoch 9 Batch 1187/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.966, Loss: 0.050 Epoch 9 Batch 1188/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.966, Loss: 0.041 Epoch 9 Batch 1189/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.966, Loss: 0.033 Epoch 9 Batch 1190/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.966, Loss: 0.038 Epoch 9 Batch 1191/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.024 Epoch 9 Batch 1192/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.037 Epoch 9 Batch 1193/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.965, Loss: 0.035 Epoch 9 Batch 1194/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.965, Loss: 0.040 Epoch 9 Batch 1195/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.965, Loss: 0.023 Epoch 9 Batch 1196/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.965, Loss: 0.029 Epoch 9 Batch 1197/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.966, Loss: 0.046 Epoch 9 Batch 1198/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.035 Epoch 9 Batch 1199/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.040 Epoch 9 Batch 1200/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.957, Loss: 0.078 Epoch 9 Batch 1201/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.957, Loss: 0.026 Epoch 9 Batch 1202/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.042 Epoch 9 Batch 1203/2154 - Train Accuracy: 0.922, Validation Accuracy: 0.969, Loss: 0.024 Epoch 9 Batch 1204/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.969, Loss: 0.045 Epoch 9 Batch 1205/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.040 Epoch 9 Batch 1206/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.028 Epoch 9 Batch 1207/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.039 Epoch 9 Batch 1208/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 1209/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.051 Epoch 9 Batch 1210/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.978, Loss: 0.026 Epoch 9 Batch 1211/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.978, Loss: 0.024 Epoch 9 Batch 1212/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.978, Loss: 0.075 Epoch 9 Batch 1213/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.978, Loss: 0.027 Epoch 9 Batch 1214/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.978, Loss: 0.021 Epoch 9 Batch 1215/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.978, Loss: 0.037 Epoch 9 Batch 1216/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.978, Loss: 0.053 Epoch 9 Batch 1217/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.021 Epoch 9 Batch 1218/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.978, Loss: 0.035 Epoch 9 Batch 1219/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.978, Loss: 0.041 Epoch 9 Batch 1220/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.978, Loss: 0.030 Epoch 9 Batch 1221/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.978, Loss: 0.039 Epoch 9 Batch 1222/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.978, Loss: 0.035 Epoch 9 Batch 1223/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.978, Loss: 0.026 Epoch 9 Batch 1224/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1225/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.969, Loss: 0.019 Epoch 9 Batch 1226/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.032 Epoch 9 Batch 1227/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.067 Epoch 9 Batch 1228/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.014 Epoch 9 Batch 1229/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.978, Loss: 0.032 Epoch 9 Batch 1230/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.978, Loss: 0.017 Epoch 9 Batch 1231/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.978, Loss: 0.025 Epoch 9 Batch 1232/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.978, Loss: 0.047 Epoch 9 Batch 1233/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.978, Loss: 0.038 Epoch 9 Batch 1234/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.978, Loss: 0.032 Epoch 9 Batch 1235/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.967, Loss: 0.026 Epoch 9 Batch 1236/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.029 Epoch 9 Batch 1237/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.961, Loss: 0.031 Epoch 9 Batch 1238/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.018 Epoch 9 Batch 1239/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.019 Epoch 9 Batch 1240/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.961, Loss: 0.021 Epoch 9 Batch 1241/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.961, Loss: 0.023 Epoch 9 Batch 1242/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.039 Epoch 9 Batch 1243/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.961, Loss: 0.031 Epoch 9 Batch 1244/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.961, Loss: 0.041 Epoch 9 Batch 1245/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.961, Loss: 0.055 Epoch 9 Batch 1246/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.972, Loss: 0.023 Epoch 9 Batch 1247/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.972, Loss: 0.034 Epoch 9 Batch 1248/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.977, Loss: 0.041 Epoch 9 Batch 1249/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 1250/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.019 Epoch 9 Batch 1251/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.017 Epoch 9 Batch 1252/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.977, Loss: 0.028 Epoch 9 Batch 1253/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.977, Loss: 0.023 Epoch 9 Batch 1254/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.032 Epoch 9 Batch 1255/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.977, Loss: 0.027 Epoch 9 Batch 1256/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 1257/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.043 Epoch 9 Batch 1258/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.028 Epoch 9 Batch 1259/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1260/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.041 Epoch 9 Batch 1261/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.031 Epoch 9 Batch 1262/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.015 Epoch 9 Batch 1263/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.032 Epoch 9 Batch 1264/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.969, Loss: 0.039 Epoch 9 Batch 1265/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.031 Epoch 9 Batch 1266/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.022 Epoch 9 Batch 1267/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 1268/2154 - Train Accuracy: 0.926, Validation Accuracy: 0.969, Loss: 0.049 Epoch 9 Batch 1269/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 1270/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.969, Loss: 0.024 Epoch 9 Batch 1271/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.982, Loss: 0.029 Epoch 9 Batch 1272/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.982, Loss: 0.049 Epoch 9 Batch 1273/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.982, Loss: 0.035 Epoch 9 Batch 1274/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.982, Loss: 0.027 Epoch 9 Batch 1275/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.982, Loss: 0.034 Epoch 9 Batch 1276/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.982, Loss: 0.025 Epoch 9 Batch 1277/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.982, Loss: 0.029 Epoch 9 Batch 1278/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.982, Loss: 0.049 Epoch 9 Batch 1279/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.982, Loss: 0.031 Epoch 9 Batch 1280/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.982, Loss: 0.037 Epoch 9 Batch 1281/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.982, Loss: 0.027 Epoch 9 Batch 1282/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.982, Loss: 0.026 Epoch 9 Batch 1283/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.977, Loss: 0.016 Epoch 9 Batch 1284/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.977, Loss: 0.046 Epoch 9 Batch 1285/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.977, Loss: 0.031 Epoch 9 Batch 1286/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.977, Loss: 0.025 Epoch 9 Batch 1287/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.977, Loss: 0.032 Epoch 9 Batch 1288/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.978, Loss: 0.021 Epoch 9 Batch 1289/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.978, Loss: 0.049 Epoch 9 Batch 1290/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.016 Epoch 9 Batch 1291/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.974, Loss: 0.045 Epoch 9 Batch 1292/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.039 Epoch 9 Batch 1293/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.974, Loss: 0.019 Epoch 9 Batch 1294/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.033 Epoch 9 Batch 1295/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.027 Epoch 9 Batch 1296/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.974, Loss: 0.038 Epoch 9 Batch 1297/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.022 Epoch 9 Batch 1298/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.974, Loss: 0.020 Epoch 9 Batch 1299/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.030 Epoch 9 Batch 1300/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.974, Loss: 0.029 Epoch 9 Batch 1301/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.974, Loss: 0.023 Epoch 9 Batch 1302/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.974, Loss: 0.034 Epoch 9 Batch 1303/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.047 Epoch 9 Batch 1304/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.027 Epoch 9 Batch 1305/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.974, Loss: 0.029 Epoch 9 Batch 1306/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.974, Loss: 0.042 Epoch 9 Batch 1307/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.037 Epoch 9 Batch 1308/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.030 Epoch 9 Batch 1309/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.962, Loss: 0.019 Epoch 9 Batch 1310/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.037 Epoch 9 Batch 1311/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.962, Loss: 0.030 Epoch 9 Batch 1312/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.044 Epoch 9 Batch 1313/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.971, Loss: 0.038 Epoch 9 Batch 1314/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.965, Loss: 0.026 Epoch 9 Batch 1315/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.965, Loss: 0.056 Epoch 9 Batch 1316/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.965, Loss: 0.025 Epoch 9 Batch 1317/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.965, Loss: 0.016 Epoch 9 Batch 1318/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.965, Loss: 0.021 Epoch 9 Batch 1319/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.965, Loss: 0.050 Epoch 9 Batch 1320/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.957, Loss: 0.017 Epoch 9 Batch 1321/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.957, Loss: 0.024 Epoch 9 Batch 1322/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.024 Epoch 9 Batch 1323/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.021 Epoch 9 Batch 1324/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.028 Epoch 9 Batch 1325/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.025 Epoch 9 Batch 1326/2154 - Train Accuracy: 0.918, Validation Accuracy: 0.957, Loss: 0.045 Epoch 9 Batch 1327/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.022 Epoch 9 Batch 1328/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.031 Epoch 9 Batch 1329/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.029 Epoch 9 Batch 1330/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.957, Loss: 0.030 Epoch 9 Batch 1331/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 1332/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.020 Epoch 9 Batch 1333/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 1334/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 1335/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.055 Epoch 9 Batch 1336/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.021 Epoch 9 Batch 1337/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.029 Epoch 9 Batch 1338/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.037 Epoch 9 Batch 1339/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.025 Epoch 9 Batch 1340/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.974, Loss: 0.034 Epoch 9 Batch 1341/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.974, Loss: 0.029 Epoch 9 Batch 1342/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.974, Loss: 0.044 Epoch 9 Batch 1343/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.974, Loss: 0.041 Epoch 9 Batch 1344/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.974, Loss: 0.028 Epoch 9 Batch 1345/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.974, Loss: 0.043 Epoch 9 Batch 1346/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.018 Epoch 9 Batch 1347/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.962, Loss: 0.050 Epoch 9 Batch 1348/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.024 Epoch 9 Batch 1349/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.962, Loss: 0.025 Epoch 9 Batch 1350/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.962, Loss: 0.034 Epoch 9 Batch 1351/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.966, Loss: 0.045 Epoch 9 Batch 1352/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.966, Loss: 0.049 Epoch 9 Batch 1353/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.954, Loss: 0.038 Epoch 9 Batch 1354/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.954, Loss: 0.024 Epoch 9 Batch 1355/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.954, Loss: 0.035 Epoch 9 Batch 1356/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.053 Epoch 9 Batch 1357/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.953, Loss: 0.030 Epoch 9 Batch 1358/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.953, Loss: 0.025 Epoch 9 Batch 1359/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.965, Loss: 0.022 Epoch 9 Batch 1360/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.019 Epoch 9 Batch 1361/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.951, Loss: 0.054 Epoch 9 Batch 1362/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.021 Epoch 9 Batch 1363/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.033 Epoch 9 Batch 1364/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.037 Epoch 9 Batch 1365/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.960, Loss: 0.037 Epoch 9 Batch 1366/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.034 Epoch 9 Batch 1367/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.029 Epoch 9 Batch 1368/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.960, Loss: 0.026 Epoch 9 Batch 1369/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.033 Epoch 9 Batch 1370/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.038 Epoch 9 Batch 1371/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.960, Loss: 0.055 Epoch 9 Batch 1372/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.037 Epoch 9 Batch 1373/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.038 Epoch 9 Batch 1374/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.033 Epoch 9 Batch 1375/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.044 Epoch 9 Batch 1376/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.037 Epoch 9 Batch 1377/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 1378/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.028 Epoch 9 Batch 1379/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 1380/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.968, Loss: 0.022 Epoch 9 Batch 1381/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.968, Loss: 0.036 Epoch 9 Batch 1382/2154 - Train Accuracy: 0.920, Validation Accuracy: 0.968, Loss: 0.033 Epoch 9 Batch 1383/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.968, Loss: 0.042 Epoch 9 Batch 1384/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.048 Epoch 9 Batch 1385/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.025 Epoch 9 Batch 1386/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.037 Epoch 9 Batch 1387/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.043 Epoch 9 Batch 1388/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.968, Loss: 0.047 Epoch 9 Batch 1389/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.968, Loss: 0.036 Epoch 9 Batch 1390/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.968, Loss: 0.024 Epoch 9 Batch 1391/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.968, Loss: 0.036 Epoch 9 Batch 1392/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.968, Loss: 0.016 Epoch 9 Batch 1393/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.025 Epoch 9 Batch 1394/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.968, Loss: 0.055 Epoch 9 Batch 1395/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.968, Loss: 0.026 Epoch 9 Batch 1396/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.977, Loss: 0.039 Epoch 9 Batch 1397/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.977, Loss: 0.037 Epoch 9 Batch 1398/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.977, Loss: 0.026 Epoch 9 Batch 1399/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.977, Loss: 0.023 Epoch 9 Batch 1400/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.977, Loss: 0.023 Epoch 9 Batch 1401/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 1402/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 1403/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.029 Epoch 9 Batch 1404/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.054 Epoch 9 Batch 1405/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.969, Loss: 0.041 Epoch 9 Batch 1406/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 1407/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.960, Loss: 0.016 Epoch 9 Batch 1408/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.055 Epoch 9 Batch 1409/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.969, Loss: 0.050 Epoch 9 Batch 1410/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 1411/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.047 Epoch 9 Batch 1412/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.023 Epoch 9 Batch 1413/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.961, Loss: 0.049 Epoch 9 Batch 1414/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.969, Loss: 0.110 Epoch 9 Batch 1415/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 1416/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.059 Epoch 9 Batch 1417/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.969, Loss: 0.047 Epoch 9 Batch 1418/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 1419/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.065 Epoch 9 Batch 1420/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.035 Epoch 9 Batch 1421/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.018 Epoch 9 Batch 1422/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.019 Epoch 9 Batch 1423/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1424/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.052 Epoch 9 Batch 1425/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.960, Loss: 0.022 Epoch 9 Batch 1426/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.042 Epoch 9 Batch 1427/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.946, Loss: 0.025 Epoch 9 Batch 1428/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.946, Loss: 0.038 Epoch 9 Batch 1429/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.946, Loss: 0.025 Epoch 9 Batch 1430/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.946, Loss: 0.032 Epoch 9 Batch 1431/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.946, Loss: 0.041 Epoch 9 Batch 1432/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.946, Loss: 0.031 Epoch 9 Batch 1433/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.046 Epoch 9 Batch 1434/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.016 Epoch 9 Batch 1435/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.955, Loss: 0.022 Epoch 9 Batch 1436/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.955, Loss: 0.025 Epoch 9 Batch 1437/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.964, Loss: 0.032 Epoch 9 Batch 1438/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.038 Epoch 9 Batch 1439/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.964, Loss: 0.028 Epoch 9 Batch 1440/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.042 Epoch 9 Batch 1441/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.047 Epoch 9 Batch 1442/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.048 Epoch 9 Batch 1443/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.037 Epoch 9 Batch 1444/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 1445/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 1446/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1447/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.960, Loss: 0.025 Epoch 9 Batch 1448/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.960, Loss: 0.061 Epoch 9 Batch 1449/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.960, Loss: 0.027 Epoch 9 Batch 1450/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.027 Epoch 9 Batch 1451/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.960, Loss: 0.028 Epoch 9 Batch 1452/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.025 Epoch 9 Batch 1453/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.022 Epoch 9 Batch 1454/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.960, Loss: 0.029 Epoch 9 Batch 1455/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.028 Epoch 9 Batch 1456/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.960, Loss: 0.019 Epoch 9 Batch 1457/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.955, Loss: 0.041 Epoch 9 Batch 1458/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.033 Epoch 9 Batch 1459/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.955, Loss: 0.031 Epoch 9 Batch 1460/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.955, Loss: 0.062 Epoch 9 Batch 1461/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.963, Loss: 0.044 Epoch 9 Batch 1462/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.963, Loss: 0.038 Epoch 9 Batch 1463/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.963, Loss: 0.029 Epoch 9 Batch 1464/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.963, Loss: 0.037 Epoch 9 Batch 1465/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.955, Loss: 0.021 Epoch 9 Batch 1466/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.964, Loss: 0.033 Epoch 9 Batch 1467/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.964, Loss: 0.065 Epoch 9 Batch 1468/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.027 Epoch 9 Batch 1469/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.964, Loss: 0.024 Epoch 9 Batch 1470/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.021 Epoch 9 Batch 1471/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.024 Epoch 9 Batch 1472/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.960, Loss: 0.027 Epoch 9 Batch 1473/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.960, Loss: 0.019 Epoch 9 Batch 1474/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.960, Loss: 0.031 Epoch 9 Batch 1475/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.047 Epoch 9 Batch 1476/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.024 Epoch 9 Batch 1477/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.021 Epoch 9 Batch 1478/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.969, Loss: 0.022 Epoch 9 Batch 1479/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.964, Loss: 0.023 Epoch 9 Batch 1480/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.964, Loss: 0.038 Epoch 9 Batch 1481/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.964, Loss: 0.021 Epoch 9 Batch 1482/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.964, Loss: 0.031 Epoch 9 Batch 1483/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.964, Loss: 0.070 Epoch 9 Batch 1484/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.023 Epoch 9 Batch 1485/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.024 Epoch 9 Batch 1486/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.964, Loss: 0.028 Epoch 9 Batch 1487/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 1488/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 1489/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 1490/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 1491/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.042 Epoch 9 Batch 1492/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 1493/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1494/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.969, Loss: 0.041 Epoch 9 Batch 1495/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 1496/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.028 Epoch 9 Batch 1497/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.022 Epoch 9 Batch 1498/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 1499/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.964, Loss: 0.023 Epoch 9 Batch 1500/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.964, Loss: 0.026 Epoch 9 Batch 1501/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.045 Epoch 9 Batch 1502/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.021 Epoch 9 Batch 1503/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.037 Epoch 9 Batch 1504/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.945, Loss: 0.027 Epoch 9 Batch 1505/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.945, Loss: 0.031 Epoch 9 Batch 1506/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.946, Loss: 0.038 Epoch 9 Batch 1507/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.946, Loss: 0.035 Epoch 9 Batch 1508/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.946, Loss: 0.024 Epoch 9 Batch 1509/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.946, Loss: 0.037 Epoch 9 Batch 1510/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.955, Loss: 0.042 Epoch 9 Batch 1511/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.025 Epoch 9 Batch 1512/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.960, Loss: 0.049 Epoch 9 Batch 1513/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.037 Epoch 9 Batch 1514/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.016 Epoch 9 Batch 1515/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.021 Epoch 9 Batch 1516/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.023 Epoch 9 Batch 1517/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.960, Loss: 0.035 Epoch 9 Batch 1518/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.959, Loss: 0.016 Epoch 9 Batch 1519/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.959, Loss: 0.024 Epoch 9 Batch 1520/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.020 Epoch 9 Batch 1521/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.959, Loss: 0.049 Epoch 9 Batch 1522/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 1523/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 1524/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 1525/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 1526/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 1527/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.019 Epoch 9 Batch 1528/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.969, Loss: 0.030 Epoch 9 Batch 1529/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.969, Loss: 0.039 Epoch 9 Batch 1530/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.969, Loss: 0.018 Epoch 9 Batch 1531/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 1532/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 1533/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.979, Loss: 0.044 Epoch 9 Batch 1534/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.983, Loss: 0.026 Epoch 9 Batch 1535/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.983, Loss: 0.026 Epoch 9 Batch 1536/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.983, Loss: 0.046 Epoch 9 Batch 1537/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.983, Loss: 0.027 Epoch 9 Batch 1538/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.975, Loss: 0.025 Epoch 9 Batch 1539/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.031 Epoch 9 Batch 1540/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.956, Loss: 0.036 Epoch 9 Batch 1541/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.956, Loss: 0.023 Epoch 9 Batch 1542/2154 - Train Accuracy: 0.935, Validation Accuracy: 0.956, Loss: 0.028 Epoch 9 Batch 1543/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.046 Epoch 9 Batch 1544/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.956, Loss: 0.016 Epoch 9 Batch 1545/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.956, Loss: 0.032 Epoch 9 Batch 1546/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.956, Loss: 0.027 Epoch 9 Batch 1547/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.956, Loss: 0.049 Epoch 9 Batch 1548/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.956, Loss: 0.024 Epoch 9 Batch 1549/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.956, Loss: 0.035 Epoch 9 Batch 1550/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.966, Loss: 0.033 Epoch 9 Batch 1551/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.974, Loss: 0.039 Epoch 9 Batch 1552/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.974, Loss: 0.027 Epoch 9 Batch 1553/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.974, Loss: 0.038 Epoch 9 Batch 1554/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.966, Loss: 0.022 Epoch 9 Batch 1555/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.966, Loss: 0.024 Epoch 9 Batch 1556/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.966, Loss: 0.039 Epoch 9 Batch 1557/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.957, Loss: 0.027 Epoch 9 Batch 1558/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.035 Epoch 9 Batch 1559/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.957, Loss: 0.033 Epoch 9 Batch 1560/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.957, Loss: 0.027 Epoch 9 Batch 1561/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.966, Loss: 0.034 Epoch 9 Batch 1562/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.966, Loss: 0.047 Epoch 9 Batch 1563/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.966, Loss: 0.028 Epoch 9 Batch 1564/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.965, Loss: 0.022 Epoch 9 Batch 1565/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.965, Loss: 0.033 Epoch 9 Batch 1566/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.974, Loss: 0.035 Epoch 9 Batch 1567/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.974, Loss: 0.028 Epoch 9 Batch 1568/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.974, Loss: 0.030 Epoch 9 Batch 1569/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.973, Loss: 0.016 Epoch 9 Batch 1570/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.973, Loss: 0.023 Epoch 9 Batch 1571/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.973, Loss: 0.035 Epoch 9 Batch 1572/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.967, Loss: 0.024 Epoch 9 Batch 1573/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.022 Epoch 9 Batch 1574/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.023 Epoch 9 Batch 1575/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.014 Epoch 9 Batch 1576/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.036 Epoch 9 Batch 1577/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.967, Loss: 0.030 Epoch 9 Batch 1578/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.959, Loss: 0.037 Epoch 9 Batch 1579/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.959, Loss: 0.021 Epoch 9 Batch 1580/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.959, Loss: 0.038 Epoch 9 Batch 1581/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.959, Loss: 0.016 Epoch 9 Batch 1582/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.959, Loss: 0.059 Epoch 9 Batch 1583/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.959, Loss: 0.036 Epoch 9 Batch 1584/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.019 Epoch 9 Batch 1585/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.959, Loss: 0.044 Epoch 9 Batch 1586/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.959, Loss: 0.027 Epoch 9 Batch 1587/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.967, Loss: 0.031 Epoch 9 Batch 1588/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.967, Loss: 0.035 Epoch 9 Batch 1589/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.967, Loss: 0.017 Epoch 9 Batch 1590/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.967, Loss: 0.026 Epoch 9 Batch 1591/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.027 Epoch 9 Batch 1592/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.041 Epoch 9 Batch 1593/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.967, Loss: 0.025 Epoch 9 Batch 1594/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.029 Epoch 9 Batch 1595/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.967, Loss: 0.038 Epoch 9 Batch 1596/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.023 Epoch 9 Batch 1597/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.967, Loss: 0.033 Epoch 9 Batch 1598/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.967, Loss: 0.018 Epoch 9 Batch 1599/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.967, Loss: 0.042 Epoch 9 Batch 1600/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.021 Epoch 9 Batch 1601/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.037 Epoch 9 Batch 1602/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.958, Loss: 0.034 Epoch 9 Batch 1603/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.958, Loss: 0.047 Epoch 9 Batch 1604/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.959, Loss: 0.028 Epoch 9 Batch 1605/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.959, Loss: 0.027 Epoch 9 Batch 1606/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.959, Loss: 0.046 Epoch 9 Batch 1607/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.959, Loss: 0.036 Epoch 9 Batch 1608/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.959, Loss: 0.042 Epoch 9 Batch 1609/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.968, Loss: 0.034 Epoch 9 Batch 1610/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.969, Loss: 0.013 Epoch 9 Batch 1611/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.020 Epoch 9 Batch 1612/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.041 Epoch 9 Batch 1613/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.016 Epoch 9 Batch 1614/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.960, Loss: 0.039 Epoch 9 Batch 1615/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.960, Loss: 0.020 Epoch 9 Batch 1616/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.034 Epoch 9 Batch 1617/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.046 Epoch 9 Batch 1618/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.050 Epoch 9 Batch 1619/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.965, Loss: 0.033 Epoch 9 Batch 1620/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.974, Loss: 0.052 Epoch 9 Batch 1621/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.974, Loss: 0.024 Epoch 9 Batch 1622/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.974, Loss: 0.025 Epoch 9 Batch 1623/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.030 Epoch 9 Batch 1624/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.022 Epoch 9 Batch 1625/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.974, Loss: 0.027 Epoch 9 Batch 1626/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.974, Loss: 0.028 Epoch 9 Batch 1627/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.962, Loss: 0.044 Epoch 9 Batch 1628/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.962, Loss: 0.021 Epoch 9 Batch 1629/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.027 Epoch 9 Batch 1630/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.034 Epoch 9 Batch 1631/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.027 Epoch 9 Batch 1632/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.047 Epoch 9 Batch 1633/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.046 Epoch 9 Batch 1634/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.029 Epoch 9 Batch 1635/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.025 Epoch 9 Batch 1636/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.957, Loss: 0.031 Epoch 9 Batch 1637/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.957, Loss: 0.027 Epoch 9 Batch 1638/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.957, Loss: 0.064 Epoch 9 Batch 1639/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.037 Epoch 9 Batch 1640/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.019 Epoch 9 Batch 1641/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.028 Epoch 9 Batch 1642/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 1643/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.969, Loss: 0.031 Epoch 9 Batch 1644/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.977, Loss: 0.042 Epoch 9 Batch 1645/2154 - Train Accuracy: 0.990, Validation Accuracy: 0.977, Loss: 0.020 Epoch 9 Batch 1646/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.977, Loss: 0.038 Epoch 9 Batch 1647/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.977, Loss: 0.041 Epoch 9 Batch 1648/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.977, Loss: 0.027 Epoch 9 Batch 1649/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.977, Loss: 0.042 Epoch 9 Batch 1650/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 1651/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 1652/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.018 Epoch 9 Batch 1653/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.969, Loss: 0.021 Epoch 9 Batch 1654/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.969, Loss: 0.040 Epoch 9 Batch 1655/2154 - Train Accuracy: 0.991, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 1656/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.040 Epoch 9 Batch 1657/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 1658/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.011 Epoch 9 Batch 1659/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.051 Epoch 9 Batch 1660/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.059 Epoch 9 Batch 1661/2154 - Train Accuracy: 0.919, Validation Accuracy: 0.977, Loss: 0.046 Epoch 9 Batch 1662/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.969, Loss: 0.028 Epoch 9 Batch 1663/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1664/2154 - Train Accuracy: 0.913, Validation Accuracy: 0.969, Loss: 0.035 Epoch 9 Batch 1665/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.024 Epoch 9 Batch 1666/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.969, Loss: 0.039 Epoch 9 Batch 1667/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.043 Epoch 9 Batch 1668/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.028 Epoch 9 Batch 1669/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.045 Epoch 9 Batch 1670/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 1671/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.969, Loss: 0.032 Epoch 9 Batch 1672/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 1673/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.969, Loss: 0.031 Epoch 9 Batch 1674/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.035 Epoch 9 Batch 1675/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.043 Epoch 9 Batch 1676/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.042 Epoch 9 Batch 1677/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.969, Loss: 0.019 Epoch 9 Batch 1678/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.055 Epoch 9 Batch 1679/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.969, Loss: 0.022 Epoch 9 Batch 1680/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.983, Loss: 0.025 Epoch 9 Batch 1681/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.983, Loss: 0.030 Epoch 9 Batch 1682/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.983, Loss: 0.020 Epoch 9 Batch 1683/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.983, Loss: 0.064 Epoch 9 Batch 1684/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.983, Loss: 0.030 Epoch 9 Batch 1685/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.974, Loss: 0.036 Epoch 9 Batch 1686/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.974, Loss: 0.026 Epoch 9 Batch 1687/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 1688/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.969, Loss: 0.022 Epoch 9 Batch 1689/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.969, Loss: 0.026 Epoch 9 Batch 1690/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 1691/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.024 Epoch 9 Batch 1692/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.978, Loss: 0.023 Epoch 9 Batch 1693/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.978, Loss: 0.059 Epoch 9 Batch 1694/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.978, Loss: 0.029 Epoch 9 Batch 1695/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.042 Epoch 9 Batch 1696/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.978, Loss: 0.031 Epoch 9 Batch 1697/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.977, Loss: 0.060 Epoch 9 Batch 1698/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.977, Loss: 0.021 Epoch 9 Batch 1699/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.977, Loss: 0.014 Epoch 9 Batch 1700/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1701/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.969, Loss: 0.039 Epoch 9 Batch 1702/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.969, Loss: 0.076 Epoch 9 Batch 1703/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.037 Epoch 9 Batch 1704/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.969, Loss: 0.058 Epoch 9 Batch 1705/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.056 Epoch 9 Batch 1706/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.044 Epoch 9 Batch 1707/2154 - Train Accuracy: 0.992, Validation Accuracy: 0.960, Loss: 0.021 Epoch 9 Batch 1708/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.039 Epoch 9 Batch 1709/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.960, Loss: 0.028 Epoch 9 Batch 1710/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.960, Loss: 0.048 Epoch 9 Batch 1711/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.960, Loss: 0.037 Epoch 9 Batch 1712/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.031 Epoch 9 Batch 1713/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.968, Loss: 0.056 Epoch 9 Batch 1714/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.968, Loss: 0.027 Epoch 9 Batch 1715/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.968, Loss: 0.033 Epoch 9 Batch 1716/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.968, Loss: 0.015 Epoch 9 Batch 1717/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.968, Loss: 0.020 Epoch 9 Batch 1718/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.968, Loss: 0.044 Epoch 9 Batch 1719/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.968, Loss: 0.046 Epoch 9 Batch 1720/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.968, Loss: 0.042 Epoch 9 Batch 1721/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.968, Loss: 0.030 Epoch 9 Batch 1722/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.968, Loss: 0.024 Epoch 9 Batch 1723/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.968, Loss: 0.026 Epoch 9 Batch 1724/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.960, Loss: 0.032 Epoch 9 Batch 1725/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.031 Epoch 9 Batch 1726/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.969, Loss: 0.037 Epoch 9 Batch 1727/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.018 Epoch 9 Batch 1728/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.969, Loss: 0.035 Epoch 9 Batch 1729/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.029 Epoch 9 Batch 1730/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.957, Loss: 0.029 Epoch 9 Batch 1731/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.966, Loss: 0.035 Epoch 9 Batch 1732/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.966, Loss: 0.026 Epoch 9 Batch 1733/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.958, Loss: 0.029 Epoch 9 Batch 1734/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.958, Loss: 0.039 Epoch 9 Batch 1735/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.062 Epoch 9 Batch 1736/2154 - Train Accuracy: 0.905, Validation Accuracy: 0.967, Loss: 0.100 Epoch 9 Batch 1737/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.066 Epoch 9 Batch 1738/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.967, Loss: 0.024 Epoch 9 Batch 1739/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.021 Epoch 9 Batch 1740/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.033 Epoch 9 Batch 1741/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.967, Loss: 0.027 Epoch 9 Batch 1742/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.967, Loss: 0.024 Epoch 9 Batch 1743/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.967, Loss: 0.033 Epoch 9 Batch 1744/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.014 Epoch 9 Batch 1745/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.041 Epoch 9 Batch 1746/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.042 Epoch 9 Batch 1747/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.031 Epoch 9 Batch 1748/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.967, Loss: 0.048 Epoch 9 Batch 1749/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.967, Loss: 0.043 Epoch 9 Batch 1750/2154 - Train Accuracy: 0.932, Validation Accuracy: 0.967, Loss: 0.046 Epoch 9 Batch 1751/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.967, Loss: 0.031 Epoch 9 Batch 1752/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.967, Loss: 0.048 Epoch 9 Batch 1753/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.028 Epoch 9 Batch 1754/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.967, Loss: 0.026 Epoch 9 Batch 1755/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.967, Loss: 0.030 Epoch 9 Batch 1756/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.967, Loss: 0.019 Epoch 9 Batch 1757/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.966, Loss: 0.032 Epoch 9 Batch 1758/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.957, Loss: 0.026 Epoch 9 Batch 1759/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.020 Epoch 9 Batch 1760/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.958, Loss: 0.023 Epoch 9 Batch 1761/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.059 Epoch 9 Batch 1762/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.958, Loss: 0.019 Epoch 9 Batch 1763/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.958, Loss: 0.038 Epoch 9 Batch 1764/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.958, Loss: 0.032 Epoch 9 Batch 1765/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.956, Loss: 0.023 Epoch 9 Batch 1766/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.956, Loss: 0.033 Epoch 9 Batch 1767/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.964, Loss: 0.039 Epoch 9 Batch 1768/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.964, Loss: 0.052 Epoch 9 Batch 1769/2154 - Train Accuracy: 0.939, Validation Accuracy: 0.964, Loss: 0.032 Epoch 9 Batch 1770/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.964, Loss: 0.043 Epoch 9 Batch 1771/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.964, Loss: 0.036 Epoch 9 Batch 1772/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.964, Loss: 0.020 Epoch 9 Batch 1773/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.964, Loss: 0.034 Epoch 9 Batch 1774/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.956, Loss: 0.030 Epoch 9 Batch 1775/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.956, Loss: 0.026 Epoch 9 Batch 1776/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.955, Loss: 0.062 Epoch 9 Batch 1777/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.955, Loss: 0.028 Epoch 9 Batch 1778/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.963, Loss: 0.026 Epoch 9 Batch 1779/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.963, Loss: 0.038 Epoch 9 Batch 1780/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.963, Loss: 0.029 Epoch 9 Batch 1781/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.963, Loss: 0.035 Epoch 9 Batch 1782/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.963, Loss: 0.030 Epoch 9 Batch 1783/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.963, Loss: 0.035 Epoch 9 Batch 1784/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.963, Loss: 0.018 Epoch 9 Batch 1785/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.963, Loss: 0.021 Epoch 9 Batch 1786/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.963, Loss: 0.043 Epoch 9 Batch 1787/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.954, Loss: 0.042 Epoch 9 Batch 1788/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.954, Loss: 0.023 Epoch 9 Batch 1789/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.954, Loss: 0.036 Epoch 9 Batch 1790/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.954, Loss: 0.024 Epoch 9 Batch 1791/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.046 Epoch 9 Batch 1792/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.955, Loss: 0.016 Epoch 9 Batch 1793/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.955, Loss: 0.026 Epoch 9 Batch 1794/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.043 Epoch 9 Batch 1795/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.955, Loss: 0.029 Epoch 9 Batch 1796/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.958, Loss: 0.034 Epoch 9 Batch 1797/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.958, Loss: 0.028 Epoch 9 Batch 1798/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.967, Loss: 0.032 Epoch 9 Batch 1799/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.967, Loss: 0.029 Epoch 9 Batch 1800/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.967, Loss: 0.036 Epoch 9 Batch 1801/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.967, Loss: 0.037 Epoch 9 Batch 1802/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.043 Epoch 9 Batch 1803/2154 - Train Accuracy: 0.916, Validation Accuracy: 0.967, Loss: 0.065 Epoch 9 Batch 1804/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.968, Loss: 0.031 Epoch 9 Batch 1805/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.968, Loss: 0.032 Epoch 9 Batch 1806/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.968, Loss: 0.039 Epoch 9 Batch 1807/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.968, Loss: 0.023 Epoch 9 Batch 1808/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.968, Loss: 0.040 Epoch 9 Batch 1809/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.968, Loss: 0.025 Epoch 9 Batch 1810/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.969, Loss: 0.027 Epoch 9 Batch 1811/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.961, Loss: 0.017 Epoch 9 Batch 1812/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.026 Epoch 9 Batch 1813/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.961, Loss: 0.032 Epoch 9 Batch 1814/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.961, Loss: 0.030 Epoch 9 Batch 1815/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.969, Loss: 0.024 Epoch 9 Batch 1816/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.969, Loss: 0.037 Epoch 9 Batch 1817/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.969, Loss: 0.054 Epoch 9 Batch 1818/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.021 Epoch 9 Batch 1819/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.949, Loss: 0.064 Epoch 9 Batch 1820/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.949, Loss: 0.030 Epoch 9 Batch 1821/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.035 Epoch 9 Batch 1822/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.950, Loss: 0.039 Epoch 9 Batch 1823/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.950, Loss: 0.041 Epoch 9 Batch 1824/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.950, Loss: 0.050 Epoch 9 Batch 1825/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.950, Loss: 0.026 Epoch 9 Batch 1826/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.950, Loss: 0.047 Epoch 9 Batch 1827/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.950, Loss: 0.032 Epoch 9 Batch 1828/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.961, Loss: 0.040 Epoch 9 Batch 1829/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.028 Epoch 9 Batch 1830/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.961, Loss: 0.094 Epoch 9 Batch 1831/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.961, Loss: 0.020 Epoch 9 Batch 1832/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.961, Loss: 0.026 Epoch 9 Batch 1833/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.978, Loss: 0.044 Epoch 9 Batch 1834/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.978, Loss: 0.021 Epoch 9 Batch 1835/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.978, Loss: 0.033 Epoch 9 Batch 1836/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.978, Loss: 0.029 Epoch 9 Batch 1837/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.961, Loss: 0.020 Epoch 9 Batch 1838/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.961, Loss: 0.031 Epoch 9 Batch 1839/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.952, Loss: 0.036 Epoch 9 Batch 1840/2154 - Train Accuracy: 0.989, Validation Accuracy: 0.952, Loss: 0.016 Epoch 9 Batch 1841/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.952, Loss: 0.024 Epoch 9 Batch 1842/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.952, Loss: 0.039 Epoch 9 Batch 1843/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.952, Loss: 0.047 Epoch 9 Batch 1844/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.951, Loss: 0.018 Epoch 9 Batch 1845/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.960, Loss: 0.026 Epoch 9 Batch 1846/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.960, Loss: 0.036 Epoch 9 Batch 1847/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.977, Loss: 0.019 Epoch 9 Batch 1848/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.978, Loss: 0.017 Epoch 9 Batch 1849/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.045 Epoch 9 Batch 1850/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.047 Epoch 9 Batch 1851/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.969, Loss: 0.032 Epoch 9 Batch 1852/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.969, Loss: 0.031 Epoch 9 Batch 1853/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 1854/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 1855/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.969, Loss: 0.038 Epoch 9 Batch 1856/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.969, Loss: 0.039 Epoch 9 Batch 1857/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.041 Epoch 9 Batch 1858/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.038 Epoch 9 Batch 1859/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.957, Loss: 0.023 Epoch 9 Batch 1860/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.957, Loss: 0.031 Epoch 9 Batch 1861/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.957, Loss: 0.019 Epoch 9 Batch 1862/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.957, Loss: 0.022 Epoch 9 Batch 1863/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.040 Epoch 9 Batch 1864/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.027 Epoch 9 Batch 1865/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.962, Loss: 0.030 Epoch 9 Batch 1866/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.962, Loss: 0.031 Epoch 9 Batch 1867/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.034 Epoch 9 Batch 1868/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.048 Epoch 9 Batch 1869/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.962, Loss: 0.018 Epoch 9 Batch 1870/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.028 Epoch 9 Batch 1871/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.962, Loss: 0.024 Epoch 9 Batch 1872/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.962, Loss: 0.035 Epoch 9 Batch 1873/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.953, Loss: 0.034 Epoch 9 Batch 1874/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.953, Loss: 0.038 Epoch 9 Batch 1875/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.953, Loss: 0.035 Epoch 9 Batch 1876/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.962, Loss: 0.030 Epoch 9 Batch 1877/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.962, Loss: 0.065 Epoch 9 Batch 1878/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.962, Loss: 0.033 Epoch 9 Batch 1879/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.040 Epoch 9 Batch 1880/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.962, Loss: 0.038 Epoch 9 Batch 1881/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.015 Epoch 9 Batch 1882/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.962, Loss: 0.032 Epoch 9 Batch 1883/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.042 Epoch 9 Batch 1884/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.970, Loss: 0.028 Epoch 9 Batch 1885/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.970, Loss: 0.052 Epoch 9 Batch 1886/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.970, Loss: 0.021 Epoch 9 Batch 1887/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.970, Loss: 0.038 Epoch 9 Batch 1888/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.962, Loss: 0.024 Epoch 9 Batch 1889/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.962, Loss: 0.022 Epoch 9 Batch 1890/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.021 Epoch 9 Batch 1891/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.962, Loss: 0.021 Epoch 9 Batch 1892/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.961, Loss: 0.022 Epoch 9 Batch 1893/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.951, Loss: 0.021 Epoch 9 Batch 1894/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.951, Loss: 0.021 Epoch 9 Batch 1895/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.026 Epoch 9 Batch 1896/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.951, Loss: 0.039 Epoch 9 Batch 1897/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.951, Loss: 0.028 Epoch 9 Batch 1898/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.974, Loss: 0.043 Epoch 9 Batch 1899/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.026 Epoch 9 Batch 1900/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.024 Epoch 9 Batch 1901/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.974, Loss: 0.022 Epoch 9 Batch 1902/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.974, Loss: 0.020 Epoch 9 Batch 1903/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.974, Loss: 0.038 Epoch 9 Batch 1904/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.974, Loss: 0.032 Epoch 9 Batch 1905/2154 - Train Accuracy: 0.986, Validation Accuracy: 0.972, Loss: 0.023 Epoch 9 Batch 1906/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.015 Epoch 9 Batch 1907/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.971, Loss: 0.029 Epoch 9 Batch 1908/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.971, Loss: 0.019 Epoch 9 Batch 1909/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.979, Loss: 0.065 Epoch 9 Batch 1910/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.979, Loss: 0.017 Epoch 9 Batch 1911/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.979, Loss: 0.056 Epoch 9 Batch 1912/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.018 Epoch 9 Batch 1913/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.980, Loss: 0.041 Epoch 9 Batch 1914/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.972, Loss: 0.034 Epoch 9 Batch 1915/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.972, Loss: 0.024 Epoch 9 Batch 1916/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.029 Epoch 9 Batch 1917/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.036 Epoch 9 Batch 1918/2154 - Train Accuracy: 0.980, Validation Accuracy: 0.972, Loss: 0.028 Epoch 9 Batch 1919/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.972, Loss: 0.035 Epoch 9 Batch 1920/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.972, Loss: 0.018 Epoch 9 Batch 1921/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.972, Loss: 0.019 Epoch 9 Batch 1922/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.980, Loss: 0.035 Epoch 9 Batch 1923/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.980, Loss: 0.014 Epoch 9 Batch 1924/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.972, Loss: 0.025 Epoch 9 Batch 1925/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.972, Loss: 0.040 Epoch 9 Batch 1926/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.972, Loss: 0.042 Epoch 9 Batch 1927/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.972, Loss: 0.032 Epoch 9 Batch 1928/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.972, Loss: 0.049 Epoch 9 Batch 1929/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.974, Loss: 0.024 Epoch 9 Batch 1930/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.974, Loss: 0.031 Epoch 9 Batch 1931/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.974, Loss: 0.029 Epoch 9 Batch 1932/2154 - Train Accuracy: 0.928, Validation Accuracy: 0.972, Loss: 0.048 Epoch 9 Batch 1933/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.972, Loss: 0.033 Epoch 9 Batch 1934/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.973, Loss: 0.027 Epoch 9 Batch 1935/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.981, Loss: 0.040 Epoch 9 Batch 1936/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.981, Loss: 0.021 Epoch 9 Batch 1937/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.981, Loss: 0.054 Epoch 9 Batch 1938/2154 - Train Accuracy: 0.925, Validation Accuracy: 0.981, Loss: 0.038 Epoch 9 Batch 1939/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.981, Loss: 0.057 Epoch 9 Batch 1940/2154 - Train Accuracy: 0.940, Validation Accuracy: 0.981, Loss: 0.033 Epoch 9 Batch 1941/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.981, Loss: 0.029 Epoch 9 Batch 1942/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.981, Loss: 0.028 Epoch 9 Batch 1943/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.980, Loss: 0.085 Epoch 9 Batch 1944/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.980, Loss: 0.033 Epoch 9 Batch 1945/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.980, Loss: 0.025 Epoch 9 Batch 1946/2154 - Train Accuracy: 0.927, Validation Accuracy: 0.980, Loss: 0.039 Epoch 9 Batch 1947/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.980, Loss: 0.026 Epoch 9 Batch 1948/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.980, Loss: 0.020 Epoch 9 Batch 1949/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.980, Loss: 0.023 Epoch 9 Batch 1950/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.980, Loss: 0.040 Epoch 9 Batch 1951/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.980, Loss: 0.039 Epoch 9 Batch 1952/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.980, Loss: 0.014 Epoch 9 Batch 1953/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.980, Loss: 0.016 Epoch 9 Batch 1954/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.980, Loss: 0.034 Epoch 9 Batch 1955/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.980, Loss: 0.024 Epoch 9 Batch 1956/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.980, Loss: 0.015 Epoch 9 Batch 1957/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.980, Loss: 0.037 Epoch 9 Batch 1958/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.980, Loss: 0.021 Epoch 9 Batch 1959/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.980, Loss: 0.026 Epoch 9 Batch 1960/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.972, Loss: 0.038 Epoch 9 Batch 1961/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.972, Loss: 0.041 Epoch 9 Batch 1962/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.972, Loss: 0.040 Epoch 9 Batch 1963/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.960, Loss: 0.031 Epoch 9 Batch 1964/2154 - Train Accuracy: 0.912, Validation Accuracy: 0.960, Loss: 0.057 Epoch 9 Batch 1965/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.962, Loss: 0.037 Epoch 9 Batch 1966/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.974, Loss: 0.030 Epoch 9 Batch 1967/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.974, Loss: 0.027 Epoch 9 Batch 1968/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.974, Loss: 0.022 Epoch 9 Batch 1969/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.974, Loss: 0.044 Epoch 9 Batch 1970/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.970, Loss: 0.057 Epoch 9 Batch 1971/2154 - Train Accuracy: 0.990, Validation Accuracy: 0.971, Loss: 0.025 Epoch 9 Batch 1972/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.971, Loss: 0.021 Epoch 9 Batch 1973/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.971, Loss: 0.020 Epoch 9 Batch 1974/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.971, Loss: 0.026 Epoch 9 Batch 1975/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.971, Loss: 0.034 Epoch 9 Batch 1976/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.971, Loss: 0.021 Epoch 9 Batch 1977/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.971, Loss: 0.040 Epoch 9 Batch 1978/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.971, Loss: 0.049 Epoch 9 Batch 1979/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.974, Loss: 0.034 Epoch 9 Batch 1980/2154 - Train Accuracy: 0.941, Validation Accuracy: 0.975, Loss: 0.039 Epoch 9 Batch 1981/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.975, Loss: 0.027 Epoch 9 Batch 1982/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.042 Epoch 9 Batch 1983/2154 - Train Accuracy: 0.984, Validation Accuracy: 0.967, Loss: 0.034 Epoch 9 Batch 1984/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.967, Loss: 0.041 Epoch 9 Batch 1985/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.047 Epoch 9 Batch 1986/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.967, Loss: 0.037 Epoch 9 Batch 1987/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.967, Loss: 0.013 Epoch 9 Batch 1988/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.967, Loss: 0.034 Epoch 9 Batch 1989/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.035 Epoch 9 Batch 1990/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.955, Loss: 0.027 Epoch 9 Batch 1991/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.955, Loss: 0.021 Epoch 9 Batch 1992/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.955, Loss: 0.024 Epoch 9 Batch 1993/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.955, Loss: 0.014 Epoch 9 Batch 1994/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.955, Loss: 0.045 Epoch 9 Batch 1995/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.955, Loss: 0.034 Epoch 9 Batch 1996/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.955, Loss: 0.031 Epoch 9 Batch 1997/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.955, Loss: 0.041 Epoch 9 Batch 1998/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.955, Loss: 0.017 Epoch 9 Batch 1999/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.955, Loss: 0.030 Epoch 9 Batch 2000/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.037 Epoch 9 Batch 2001/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.962, Loss: 0.038 Epoch 9 Batch 2002/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.026 Epoch 9 Batch 2003/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.028 Epoch 9 Batch 2004/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.957, Loss: 0.021 Epoch 9 Batch 2005/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.028 Epoch 9 Batch 2006/2154 - Train Accuracy: 0.988, Validation Accuracy: 0.957, Loss: 0.010 Epoch 9 Batch 2007/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.957, Loss: 0.025 Epoch 9 Batch 2008/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.957, Loss: 0.041 Epoch 9 Batch 2009/2154 - Train Accuracy: 0.987, Validation Accuracy: 0.957, Loss: 0.022 Epoch 9 Batch 2010/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.073 Epoch 9 Batch 2011/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.957, Loss: 0.040 Epoch 9 Batch 2012/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.957, Loss: 0.015 Epoch 9 Batch 2013/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.957, Loss: 0.033 Epoch 9 Batch 2014/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.026 Epoch 9 Batch 2015/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.037 Epoch 9 Batch 2016/2154 - Train Accuracy: 0.983, Validation Accuracy: 0.957, Loss: 0.026 Epoch 9 Batch 2017/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.957, Loss: 0.035 Epoch 9 Batch 2018/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.957, Loss: 0.048 Epoch 9 Batch 2019/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.025 Epoch 9 Batch 2020/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.957, Loss: 0.022 Epoch 9 Batch 2021/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.957, Loss: 0.032 Epoch 9 Batch 2022/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.954, Loss: 0.023 Epoch 9 Batch 2023/2154 - Train Accuracy: 0.933, Validation Accuracy: 0.954, Loss: 0.032 Epoch 9 Batch 2024/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.954, Loss: 0.024 Epoch 9 Batch 2025/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.945, Loss: 0.024 Epoch 9 Batch 2026/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.945, Loss: 0.021 Epoch 9 Batch 2027/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.945, Loss: 0.019 Epoch 9 Batch 2028/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.945, Loss: 0.035 Epoch 9 Batch 2029/2154 - Train Accuracy: 0.930, Validation Accuracy: 0.945, Loss: 0.029 Epoch 9 Batch 2030/2154 - Train Accuracy: 0.981, Validation Accuracy: 0.945, Loss: 0.018 Epoch 9 Batch 2031/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.957, Loss: 0.035 Epoch 9 Batch 2032/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.957, Loss: 0.057 Epoch 9 Batch 2033/2154 - Train Accuracy: 0.942, Validation Accuracy: 0.960, Loss: 0.034 Epoch 9 Batch 2034/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.960, Loss: 0.033 Epoch 9 Batch 2035/2154 - Train Accuracy: 0.978, Validation Accuracy: 0.960, Loss: 0.021 Epoch 9 Batch 2036/2154 - Train Accuracy: 0.936, Validation Accuracy: 0.960, Loss: 0.035 Epoch 9 Batch 2037/2154 - Train Accuracy: 0.943, Validation Accuracy: 0.960, Loss: 0.041 Epoch 9 Batch 2038/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 2039/2154 - Train Accuracy: 0.914, Validation Accuracy: 0.969, Loss: 0.062 Epoch 9 Batch 2040/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.969, Loss: 0.033 Epoch 9 Batch 2041/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.034 Epoch 9 Batch 2042/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 2043/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.957, Loss: 0.046 Epoch 9 Batch 2044/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.957, Loss: 0.031 Epoch 9 Batch 2045/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.957, Loss: 0.013 Epoch 9 Batch 2046/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.957, Loss: 0.056 Epoch 9 Batch 2047/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.957, Loss: 0.029 Epoch 9 Batch 2048/2154 - Train Accuracy: 0.957, Validation Accuracy: 0.957, Loss: 0.046 Epoch 9 Batch 2049/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.948, Loss: 0.039 Epoch 9 Batch 2050/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.948, Loss: 0.047 Epoch 9 Batch 2051/2154 - Train Accuracy: 0.937, Validation Accuracy: 0.960, Loss: 0.031 Epoch 9 Batch 2052/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.960, Loss: 0.028 Epoch 9 Batch 2053/2154 - Train Accuracy: 0.946, Validation Accuracy: 0.960, Loss: 0.072 Epoch 9 Batch 2054/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.960, Loss: 0.028 Epoch 9 Batch 2055/2154 - Train Accuracy: 0.921, Validation Accuracy: 0.969, Loss: 0.037 Epoch 9 Batch 2056/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.960, Loss: 0.026 Epoch 9 Batch 2057/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.960, Loss: 0.023 Epoch 9 Batch 2058/2154 - Train Accuracy: 0.966, Validation Accuracy: 0.960, Loss: 0.051 Epoch 9 Batch 2059/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.960, Loss: 0.024 Epoch 9 Batch 2060/2154 - Train Accuracy: 0.945, Validation Accuracy: 0.960, Loss: 0.041 Epoch 9 Batch 2061/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.960, Loss: 0.035 Epoch 9 Batch 2062/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.960, Loss: 0.025 Epoch 9 Batch 2063/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.960, Loss: 0.030 Epoch 9 Batch 2064/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.960, Loss: 0.036 Epoch 9 Batch 2065/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.960, Loss: 0.018 Epoch 9 Batch 2066/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.950, Loss: 0.047 Epoch 9 Batch 2067/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.950, Loss: 0.030 Epoch 9 Batch 2068/2154 - Train Accuracy: 0.929, Validation Accuracy: 0.958, Loss: 0.036 Epoch 9 Batch 2069/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.950, Loss: 0.023 Epoch 9 Batch 2070/2154 - Train Accuracy: 0.950, Validation Accuracy: 0.950, Loss: 0.030 Epoch 9 Batch 2071/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.950, Loss: 0.022 Epoch 9 Batch 2072/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.950, Loss: 0.025 Epoch 9 Batch 2073/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.950, Loss: 0.028 Epoch 9 Batch 2074/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.967, Loss: 0.034 Epoch 9 Batch 2075/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.967, Loss: 0.048 Epoch 9 Batch 2076/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.967, Loss: 0.030 Epoch 9 Batch 2077/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.967, Loss: 0.063 Epoch 9 Batch 2078/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.027 Epoch 9 Batch 2079/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.967, Loss: 0.027 Epoch 9 Batch 2080/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.969, Loss: 0.023 Epoch 9 Batch 2081/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.969, Loss: 0.029 Epoch 9 Batch 2082/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.968, Loss: 0.024 Epoch 9 Batch 2083/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.960, Loss: 0.023 Epoch 9 Batch 2084/2154 - Train Accuracy: 0.938, Validation Accuracy: 0.960, Loss: 0.058 Epoch 9 Batch 2085/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.960, Loss: 0.028 Epoch 9 Batch 2086/2154 - Train Accuracy: 0.971, Validation Accuracy: 0.960, Loss: 0.027 Epoch 9 Batch 2087/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.969, Loss: 0.019 Epoch 9 Batch 2088/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.969, Loss: 0.036 Epoch 9 Batch 2089/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.970, Loss: 0.030 Epoch 9 Batch 2090/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.970, Loss: 0.040 Epoch 9 Batch 2091/2154 - Train Accuracy: 0.947, Validation Accuracy: 0.970, Loss: 0.030 Epoch 9 Batch 2092/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.970, Loss: 0.031 Epoch 9 Batch 2093/2154 - Train Accuracy: 0.991, Validation Accuracy: 0.970, Loss: 0.014 Epoch 9 Batch 2094/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.962, Loss: 0.020 Epoch 9 Batch 2095/2154 - Train Accuracy: 0.974, Validation Accuracy: 0.962, Loss: 0.030 Epoch 9 Batch 2096/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.962, Loss: 0.035 Epoch 9 Batch 2097/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.017 Epoch 9 Batch 2098/2154 - Train Accuracy: 0.962, Validation Accuracy: 0.970, Loss: 0.039 Epoch 9 Batch 2099/2154 - Train Accuracy: 0.923, Validation Accuracy: 0.969, Loss: 0.052 Epoch 9 Batch 2100/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.969, Loss: 0.025 Epoch 9 Batch 2101/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.961, Loss: 0.015 Epoch 9 Batch 2102/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.961, Loss: 0.029 Epoch 9 Batch 2103/2154 - Train Accuracy: 0.968, Validation Accuracy: 0.961, Loss: 0.035 Epoch 9 Batch 2104/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.961, Loss: 0.047 Epoch 9 Batch 2105/2154 - Train Accuracy: 0.965, Validation Accuracy: 0.961, Loss: 0.035 Epoch 9 Batch 2106/2154 - Train Accuracy: 0.982, Validation Accuracy: 0.952, Loss: 0.030 Epoch 9 Batch 2107/2154 - Train Accuracy: 0.931, Validation Accuracy: 0.952, Loss: 0.055 Epoch 9 Batch 2108/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.967, Loss: 0.025 Epoch 9 Batch 2109/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.967, Loss: 0.020 Epoch 9 Batch 2110/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.967, Loss: 0.028 Epoch 9 Batch 2111/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.030 Epoch 9 Batch 2112/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.027 Epoch 9 Batch 2113/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.966, Loss: 0.024 Epoch 9 Batch 2114/2154 - Train Accuracy: 0.976, Validation Accuracy: 0.967, Loss: 0.027 Epoch 9 Batch 2115/2154 - Train Accuracy: 0.985, Validation Accuracy: 0.975, Loss: 0.036 Epoch 9 Batch 2116/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.975, Loss: 0.030 Epoch 9 Batch 2117/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.984, Loss: 0.042 Epoch 9 Batch 2118/2154 - Train Accuracy: 0.956, Validation Accuracy: 0.974, Loss: 0.024 Epoch 9 Batch 2119/2154 - Train Accuracy: 0.944, Validation Accuracy: 0.966, Loss: 0.046 Epoch 9 Batch 2120/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.966, Loss: 0.035 Epoch 9 Batch 2121/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.966, Loss: 0.025 Epoch 9 Batch 2122/2154 - Train Accuracy: 0.977, Validation Accuracy: 0.966, Loss: 0.027 Epoch 9 Batch 2123/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.966, Loss: 0.061 Epoch 9 Batch 2124/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.966, Loss: 0.025 Epoch 9 Batch 2125/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.032 Epoch 9 Batch 2126/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.966, Loss: 0.022 Epoch 9 Batch 2127/2154 - Train Accuracy: 0.972, Validation Accuracy: 0.966, Loss: 0.051 Epoch 9 Batch 2128/2154 - Train Accuracy: 0.951, Validation Accuracy: 0.974, Loss: 0.027 Epoch 9 Batch 2129/2154 - Train Accuracy: 0.973, Validation Accuracy: 0.974, Loss: 0.038 Epoch 9 Batch 2130/2154 - Train Accuracy: 0.979, Validation Accuracy: 0.974, Loss: 0.020 Epoch 9 Batch 2131/2154 - Train Accuracy: 0.959, Validation Accuracy: 0.974, Loss: 0.031 Epoch 9 Batch 2132/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.974, Loss: 0.033 Epoch 9 Batch 2133/2154 - Train Accuracy: 0.948, Validation Accuracy: 0.974, Loss: 0.029 Epoch 9 Batch 2134/2154 - Train Accuracy: 0.955, Validation Accuracy: 0.974, Loss: 0.027 Epoch 9 Batch 2135/2154 - Train Accuracy: 0.917, Validation Accuracy: 0.974, Loss: 0.039 Epoch 9 Batch 2136/2154 - Train Accuracy: 0.953, Validation Accuracy: 0.974, Loss: 0.037 Epoch 9 Batch 2137/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.974, Loss: 0.020 Epoch 9 Batch 2138/2154 - Train Accuracy: 0.960, Validation Accuracy: 0.982, Loss: 0.022 Epoch 9 Batch 2139/2154 - Train Accuracy: 0.970, Validation Accuracy: 0.983, Loss: 0.022 Epoch 9 Batch 2140/2154 - Train Accuracy: 0.967, Validation Accuracy: 0.971, Loss: 0.027 Epoch 9 Batch 2141/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.983, Loss: 0.037 Epoch 9 Batch 2142/2154 - Train Accuracy: 0.958, Validation Accuracy: 0.984, Loss: 0.024 Epoch 9 Batch 2143/2154 - Train Accuracy: 0.952, Validation Accuracy: 0.979, Loss: 0.031 Epoch 9 Batch 2144/2154 - Train Accuracy: 0.961, Validation Accuracy: 0.970, Loss: 0.020 Epoch 9 Batch 2145/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.962, Loss: 0.031 Epoch 9 Batch 2146/2154 - Train Accuracy: 0.963, Validation Accuracy: 0.962, Loss: 0.029 Epoch 9 Batch 2147/2154 - Train Accuracy: 0.975, Validation Accuracy: 0.962, Loss: 0.036 Epoch 9 Batch 2148/2154 - Train Accuracy: 0.954, Validation Accuracy: 0.970, Loss: 0.038 Epoch 9 Batch 2149/2154 - Train Accuracy: 0.949, Validation Accuracy: 0.970, Loss: 0.053 Epoch 9 Batch 2150/2154 - Train Accuracy: 0.969, Validation Accuracy: 0.970, Loss: 0.041 Epoch 9 Batch 2151/2154 - Train Accuracy: 0.934, Validation Accuracy: 0.970, Loss: 0.030 Epoch 9 Batch 2152/2154 - Train Accuracy: 0.964, Validation Accuracy: 0.970, Loss: 0.039 Model Trained and Saved
Save the batch_size and save_path parameters for inference.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# Save parameters for checkpoint
helper.save_params(save_path)
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import tensorflow as tf
import numpy as np
import helper
import problem_unittests as tests
_, (source_vocab_to_int, target_vocab_to_int), (source_int_to_vocab, target_int_to_vocab) = helper.load_preprocess()
load_path = helper.load_params()
To feed a sentence into the model for translation, you first need to preprocess it. Implement the function sentence_to_seq() to preprocess new sentences.
vocab_to_int<UNK> word id.def sentence_to_seq(sentence, vocab_to_int):
"""
Convert a sentence to a sequence of ids
:param sentence: String
:param vocab_to_int: Dictionary to go from the words to an id
:return: List of word ids
"""
# TODO: Implement Function
word_ids = [vocab_to_int.get(word, vocab_to_int['<UNK>']) for word in sentence.split(' ')]
return word_ids
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_sentence_to_seq(sentence_to_seq)
Tests Passed
This will translate translate_sentence from English to French.
translate_sentence = 'he saw a old yellow truck .'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
translate_sentence = sentence_to_seq(translate_sentence, source_vocab_to_int)
loaded_graph = tf.Graph()
with tf.Session(graph=loaded_graph) as sess:
# Load saved model
loader = tf.train.import_meta_graph(load_path + '.meta')
loader.restore(sess, load_path)
input_data = loaded_graph.get_tensor_by_name('input:0')
logits = loaded_graph.get_tensor_by_name('logits:0')
keep_prob = loaded_graph.get_tensor_by_name('keep_prob:0')
translate_logits = sess.run(logits, {input_data: [translate_sentence], keep_prob: 1.0})[0]
print('Input')
print(' Word Ids: {}'.format([i for i in translate_sentence]))
print(' English Words: {}'.format([source_int_to_vocab[i] for i in translate_sentence]))
print('\nPrediction')
print(' Word Ids: {}'.format([i for i in np.argmax(translate_logits, 1)]))
print(' French Words: {}'.format([target_int_to_vocab[i] for i in np.argmax(translate_logits, 1)]))
Input Word Ids: [30, 45, 98, 213, 160, 191, 35] English Words: ['he', 'saw', 'a', 'old', 'yellow', 'truck', '.'] Prediction Word Ids: [184, 128, 279, 291, 348, 311, 29, 18, 1] French Words: ['il', 'a', 'vu', 'un', 'vieux', 'camion', 'jaune', '.', '<EOS>']
You might notice that some sentences translate better than others. Since the dataset you're using only has a vocabulary of 227 English words of the thousands that you use, you're only going to see good results using these words. For this project, you don't need a perfect translation. However, if you want to create a better translation model, you'll need better data.
You can train on the WMT10 French-English corpus. This dataset has more vocabulary and richer in topics discussed. However, this will take you days to train, so make sure you've a GPU and the neural network is performing well on dataset we provided. Just make sure you play with the WMT10 corpus after you've submitted this project.
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_language_translation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.